About this researchPerceptual experiment V1 · 96 images · 4 Sep 2026
Question

At what point does an image stop stating its subject directly and require the viewer to complete it?

Method

Six recognition mechanisms are tested across five information levels and two image models. A strict controlled-gradient criterion is applied to each archetype separately.

Finding

One of six archetypes passed the strict criterion. This negative result is useful: the report shows which visual mechanisms are controllable and where another correction cycle is needed.

How to read it

Read the report from the experimental design through the archetype-level results. The interactive blind-rating cards are preserved in the Russian version; the English version presents the fixed laboratory report.

Gen-Emerge · isolated no-DB perceptual experiment
Blind human review
Gombrich Recognition Gradient Lab v1

From depiction to the threshold of recognition

Six pictorial mechanisms, five controlled information levels and two image models. The experiment asks where a painting stops stating a subject and starts making the observer construct it.

Final verdictThe strict experiment criterion did not pass: 1 of 6 archetypes produced usable gradients. The report identifies which prompt mechanisms remain controllable and which need another correction cycle.
Images96Canonical60Per archetype16Models2Review records384Endpoint control4/6Usable gradients1/6Production writes0
Semantic structure

Types of recognition are different visual problems

The common gradient is applied to six carriers rather than six looks. A contour can survive without tone; a scene can survive through low-frequency layout; a double image needs one mass to perform two semantic jobs. This distinction is the central correction to the earlier laboratory.

Recognition

material marks + relations + learned expectations

Object / contour

characteristic boundary, junctions, silhouette closure

Object / tone

broad value masses, negative cuts, coarse-to-fine emergence

Scene

global layout, horizon bands, architecture relations

Organization

figure-ground ownership and shared boundaries

Expression + semantics

sfumato affect and cross-scale double image

Beholder's share

Less information increases observer participation only when the search for meaning is guided by the right relations.

Schema and correction

L0/L2/L4 were generated first. L1/L3 were locked only after blinded anchor evidence identified a causal prompt adjustment.

Projection window

A middle state needs recognizability, necessary and specific completion, openness and low noise at the same time.

Measurement stack

What counted as evidence

Blind semantic

First reading and category codes at 192 and 1024 pixels, without target, level, model or prompt.

Target semantic

Recognizability, identity, completion necessity and specificity, literal closure, ambiguity, noise and artistic viability.

Construction

Visible cue compliance, designed absence, carrier fidelity and detection of blur, overlay or complete-object shortcuts.

Computational

Entropy, edge density/components, orientation concentration, spatial-frequency energy, low-resolution retention and colorfulness.

Controllability

Spearman level-recognition relation, endpoint contrast, adjacent violations, middle completion peak and two-model direction agreement.

Guardrail

Raster metrics describe structure but never substitute for recognition or artistic judgment. VLM review remains supporting evidence.

Making, matching, correction

Failed cohorts remain part of the evidence

The original L4 prompts rendered simplified but complete subjects. The first L3/L4 correction then created gaps without reliably creating necessary, specific completion. All 36 rejected images remain logged below; the canonical gradient uses the second correction: material occlusion at L3 and an exact sparse-mark inventory at L4.

RG-B001
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.10

Rocky seacoast with two small boats on the water

Prompt and audits

Target evidence: Large left mass reads as head/torso, with a long diagonal body-like form extending left-to-right along the shoreline.

Missing relation: Interpret the rock-and-water coastline as the outline of a reclining human figure.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only the long body axis, head rock, knee rocks and one boat interval; the figure appears only after regrouping.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.

RETRY SAFETY CLARIFICATION
Treat the reclining human reading as a distant stone effigy completely wrapped in a long opaque coat, with no visible skin, chest, pelvis or anatomical detail. The local rock, boat and surf organization remains unchanged.
RG-B004
L4 · thresholdgpt-image-2
R 3/4C 1/4PW 0.05

Rocky shoreline with surf breaking against large coastal rocks under a pale sky.

Prompt and audits

Target evidence: Overall silhouette reads as a long horizontal reclining form; the left end suggests a head/face, and the right arch resembles bent legs or hips along a shoreline.

Missing relation: A viewer must map rocks and surf onto a human torso/limbs to complete the body reading at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only the long body axis, head rock, knee rocks and one boat interval; the figure appears only after regrouping.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B007
L4 · thresholdgpt-image-2
R 4/4C 0/4PW 0.00

A horse or similar large animal bending down to drink from water at a shoreline or pond.

Prompt and audits

Target evidence: A horse-like silhouette is clearly visible with head lowered to the waterline at right, with legs planted on the bank.

Missing relation: Minimal: the water edge and reflection are already visible; no major absent relation must be reconstructed.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use a back arc, one head wedge, two leg cuts and a displaced reflection only; no whole animal boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B011
L4 · thresholdgpt-image-2
R 4/4C 1/4PW 0.12

Two human profiles facing each other in close conversation, with a bright central void or figure between them.

Prompt and audits

Target evidence: Two dark side profiles face inward from left and right, while the pale central shape reads as an arched doorway/void between them.

Missing relation: The central pale form must be organized as a doorway or opening that mediates the two profiles; that relation is implied rather than explicitly constructed.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B012
L4 · thresholdgpt-image-2
R 4/4C 1/4PW 0.13

A standing human figure in profile, holding a shallow bowl or tray at waist height.

Prompt and audits

Target evidence: Clear side-profile human silhouette with head, torso, arm extended to support a shallow bowl-like form.

Missing relation: The body and bowl are only loosely articulated, so the viewer must complete the figure’s full anatomy and the act of carrying.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only head-shoulder, bowl-forearm and one hem fragment; grass strokes may compete with the hem.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B017
L4 · thresholdgpt-image-1
R 3/4C 0/4PW 0.00

A dim, partial human face in close-up profile/three-quarter view, emerging from darkness.

Prompt and audits

Target evidence: A clearly readable human face in three-quarter view, softly lit and composed with a subdued, calm expression.

Missing relation: The slight smile is not visibly articulated; the observer would have to infer it from the restrained mouth shape.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use one eye interval, a nose value turn and two uncertain mouth-corner transitions only; no complete head oval.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B024
L4 · thresholdgpt-image-1
R 4/4C 1/4PW 0.07

A misty stone bridge spanning water, with a tall tower or chimney on the right and hazy trees or bank in the background.

Prompt and audits

Target evidence: Arched stone bridge spanning a river or canal, with a single vertical tower-like mass at right, all softened by rain/mist.

Missing relation: The image does not fully specify exact riverbanks or structural details of the bridge-to-tower relation; the viewer supplies a coherent landscape context.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Keep one broken horizontal, one dark under-arc and one narrow upright; do not close a bridge or tower outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B026
L4 · thresholdgpt-image-1
R 4/4C 1/4PW 0.08

A side-view human figure, likely a woman, standing and holding a tray or shallow dish at arm’s length.

Prompt and audits

Target evidence: Clear side-profile human silhouette with head, torso, arm extended forward, and a shallow bowl-like form held at hand level.

Missing relation: The figure-to-bowl action and context (that it is being carried/held while standing) rather than just a shape adjacent to the arm.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only head-shoulder, bowl-forearm and one hem fragment; grass strokes may compete with the hem.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B028
L4 · thresholdgpt-image-2
R 4/4C 0/4PW 0.00

A hazy river landscape with a low stone bridge and a tall vertical structure or tower on the right bank.

Prompt and audits

Target evidence: A stone bridge spans the river horizontally, with a single tall tower rising on the right; the whole scene reads as a rainy, mist-filled river landscape.

Missing relation: None essential; the bridge-tower-river relation is already visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Keep one broken horizontal, one dark under-arc and one narrow upright; do not close a bridge or tower outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B029
L4 · thresholdgpt-image-1
R 4/4C 1/4PW 0.00

Two human profiles facing each other in close opposition, with a pale arch-like opening or pillar between them.

Prompt and audits

Target evidence: Two opposing side profiles are clearly legible on left and right, with a centered pale arched shape reading as a doorway/opening between them.

Missing relation: A slight interpretive shift is needed to take the central pale form as an arched doorway rather than just a vertical void or pillar-like shape.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B030
L4 · thresholdgpt-image-1
R 4/4C 2/4PW 0.09

A dark horse with its head down, grazing or drinking in a muted field.

Prompt and audits

Target evidence: Dark equine silhouette with four-legged body and lowered head touching or nearly touching the waterline.

Missing relation: The water edge and reflection relation, especially whether the dark lower forms are mirrored beneath the body.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use a back arc, one head wedge, two leg cuts and a displaced reflection only; no whole animal boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B032
L4 · thresholdgpt-image-2
R 4/4C 0/4PW 0.00

A close-up portrait of a human face in three-quarter view, with the right eye, nose, lips, and cheek most legible against a dark, blurred background.

Prompt and audits

Target evidence: A human face is clearly organized in three-quarter view, with one eye, nose bridge, cheek, lips, and jawline coherently legible despite painterly dissolution.

Missing relation: Nothing essential is missing beyond normal portrait completion; the viewer mainly completes softened contours and facial expression.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use one eye interval, a nose value turn and two uncertain mouth-corner transitions only; no complete head oval.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B041
L3 · completiongpt-image-2
R 4/4C 0/4PW 0.00

A solitary woman in profile stands in a sparse coastal or marshy landscape, holding or facing a shallow bowl. Her dress and trailing scarf are emphasized against a pale empty background.

Prompt and audits

Target evidence: Clear side-view standing woman figure with a shallow bowl held in front; the bowl shape and posture are directly legible.

Missing relation: No major missing relation; the intended figure-and-bowl structure is already visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Make the forearm and bowl stop across a clean gap from the torso, but align their axes so only one continuation fits. Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B042
L4 · thresholdgpt-image-1
R 3/4C 2/4PW 0.14

Two human profiles facing each other in silhouette, with a pale central shape between them.

Prompt and audits

Target evidence: Two dark side forms read as facing left/right profiles; the pale central vertical opening is arched at the top and functions as a doorway-like void between them.

Missing relation: The viewer must supply that the central pale opening is an actual arched doorway rather than just a light field or negative space between faces.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove independent face ovals, eyes and any separately outlined doorway frame. Preserve two opposed nose-lip-chin notches and the central arch crown in the same paired boundaries. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B043
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.09

A softly rendered human face in close-up, likely a portrait of a young adult seen in three-quarter view.

Prompt and audits

Target evidence: A clearly organized human face in three-quarter view with visible eyes, nose, mouth, and ear, rendered in a calm, neutral pose.

Missing relation: The slight smile is only suggested by the mouth and overall softness; the viewer must infer whether the expression tips toward restraint or warmth.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Break the cheek-to-mouth transition with a narrow value uncertainty while keeping mouth corners relationally aligned to nose and chin. Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B044
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.00

A horse standing in shallow water with its head lowered to drink.

Prompt and audits

Target evidence: Clearly horse-shaped body with lowered head touching the water’s edge; standing posture and shoreline/water context are explicit.

Missing relation: The viewer must connect the dark mirrored shapes below the horse to water reflection, and the right-side soft mass to a distant landform or bank.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Separate head-neck and back-chest masses with a river-light gap while keeping their value slopes continuous. Merge belly and bank values and remove any enclosing animal outline or eye-level detail.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B045
L3 · completiongpt-image-2
R 4/4C 0/4PW 0.00

A painted portrait of a young person’s face and upper shoulders, turned slightly in three-quarter view against a dark background.

Prompt and audits

Target evidence: A clearly modeled human face in three-quarter view with calm, neutral features and direct but soft gaze.

Missing relation: None; the face, orientation, and expression are already visually present.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Break the cheek-to-mouth transition with a narrow value uncertainty while keeping mouth corners relationally aligned to nose and chin. Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B046
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.07

A very faint frontal face emerging from a brown, smoky field.

Prompt and audits

Target evidence: Soft central facial configuration with visible brow, nose bridge, cheek, and mouth area read as a three-quarter human face.

Missing relation: The exact facial contours and gaze direction are largely absent and must be mentally completed from blur.

Failure mode: too_literal

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use one eye interval, a nose value turn and two uncertain mouth-corner transitions only; no complete head oval.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line. Preserve one eye interval, the nose value turn and two low-contrast mouth-corner transitions. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B047
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.00

A misty river landscape with a broken or partial stone bridge on the left and a tall tower or ruin on the right.

Prompt and audits

Target evidence: A rainy river scene is directly legible: reflective water, misty atmosphere, a stone bridge spanning from the left, and a single tower-like structure on the right.

Missing relation: Only the bridge-and-tower landscape relation must be read as a cohesive place; the image does not physically withhold that relation.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Interrupt the deck above the arch but align both deck fragments and the bank convergence across the missing span. Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B048
L3 · completiongpt-image-2
R 2/4C 1/4PW 0.09

Rocky seascape with waves breaking between large shore rocks, and two small boats near the waterline.

Prompt and audits

Target evidence: Left-side rock mass reads as a reclining head/torso along the shore, with the body-like horizontal rock linking toward the center.

Missing relation: The viewer must supply an anthropomorphic mapping from coastal rocks and surf to a single reclining human silhouette.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Separate torso-rock and knee-rock clusters with surf, but continue one body axis and one limb/flank edge through the wave gap.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B049
L3 · completiongpt-image-1
R 2/4C 1/4PW 0.10

Rocky coastline with open sea and a few small boats offshore.

Prompt and audits

Target evidence: Long horizontal landform and rock masses can be organized as a reclining torso/legs stretching left-to-right along the shoreline.

Missing relation: A body outline and limb articulation that the rock coastline only loosely suggests.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Separate torso-rock and knee-rock clusters with surf, but continue one body axis and one limb/flank edge through the wave gap.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B051
L4 · thresholdgpt-image-2
R 3/4C 1/4PW 0.07

A loosely painted human face in partial profile, with one eye and nose clearly visible through heavy dark brushwork.

Prompt and audits

Target evidence: A human face is clearly organized in three-quarter view: visible eye, nose bridge, cheek contour, and implied mouth/jaw.

Missing relation: The exact mouth expression and emotional balance must be inferred from soft, incomplete lower-face marks.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use one eye interval, a nose value turn and two uncertain mouth-corner transitions only; no complete head oval.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line. Preserve one eye interval, the nose value turn and two low-contrast mouth-corner transitions. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B052
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.09

A misty landscape with a stone bridge spanning a body of water, and a tall tower or chimney on the right bank.

Prompt and audits

Target evidence: Clear stone arch bridge spans a misty river with a single vertical tower at right; rainy streaks and low visibility reinforce the landscape reading.

Missing relation: The river and bridge are only partially articulated; the viewer supplies the rest of the span/landscape beyond the fog.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Interrupt the deck above the arch but align both deck fragments and the bank convergence across the missing span. Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B053
L4 · thresholdgpt-image-1
R 2/4C 3/4PW 0.16

Rocky coastal seascape with waves and a small boat near the shore.

Prompt and audits

Target evidence: Low, horizontal arrangement of ochre and dark masses can be organized as a reclining torso with a head at left and bent lower body at right.

Missing relation: The scene must be re-read as a human body rather than coastline, with implied head/torso/legs bridging separate rock forms.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only the long body axis, head rock, knee rocks and one boat interval; the figure appears only after regrouping.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove any duplicate body outline, translucent person or anatomically complete limb. Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B055
L4 · thresholdgpt-image-2
R 3/4C 1/4PW 0.15

A loosely painted standing human figure in profile, with an extended arm or tray-like object, set against a sparse field or grassy background.

Prompt and audits

Target evidence: A side-facing human-like silhouette is readable in profile, with a head, torso, arm, and an outstretched hand holding a shallow bowl/plate shape.

Missing relation: The viewer must complete the figure from loose marks into a coherent standing person and infer the bowl as an object rather than a stray brushstroke.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only head-shoulder, bowl-forearm and one hem fragment; grass strokes may compete with the hem.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground. Preserve the shallow bowl ellipse, the bent forearm endpoint and one separate head-shoulder interval. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B057
L4 · thresholdgpt-image-1
R 4/4C 1/4PW 0.07

A misty landscape with a small arched bridge over water, with a tall tree or tower-like form on the right.

Prompt and audits

Target evidence: A low stone arch bridge spans the river, with a tall tower-like vertical mass on the right and a misty, rain-muted river landscape throughout.

Missing relation: The scene needs the viewer to supply the full landscape context—riverbanks, rainy atmosphere, and the bridge/tower as a coherent place rather than isolated forms.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Keep one broken horizontal, one dark under-arc and one narrow upright; do not close a bridge or tower outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field. Preserve the relation of one broken deck band, one dark under-arc and one narrow right-bank upright. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B058
L4 · thresholdgpt-image-2
R 3/4C 1/4PW 0.10

A hazy bridge spanning water, with a tall dark vertical structure or tower on the right side.

Prompt and audits

Target evidence: A low arched bridge spans water on the left, with a tall vertical tower-like mass rising on the right; the muted, wet palette and blurred reflections support a rainy river scene.

Missing relation: The exact bridge span, river banks, and the tower’s architectural details are only partially visible and must be mentally completed.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Keep one broken horizontal, one dark under-arc and one narrow upright; do not close a bridge or tower outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field. Preserve the relation of one broken deck band, one dark under-arc and one narrow right-bank upright. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B059
L3 · completiongpt-image-1
R 4/4C 2/4PW 0.11

A horse standing with its head down, apparently drinking or grazing in shallow water or a wet field.

Prompt and audits

Target evidence: Clear horse silhouette with head lowered to a reflective surface at the edge of water.

Missing relation: The surface is read as water and the dark shape as a horse rather than only a generic shadowy form.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Separate head-neck and back-chest masses with a river-light gap while keeping their value slopes continuous. Merge belly and bank values and remove any enclosing animal outline or eye-level detail.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B060
L3 · completiongpt-image-1
R 4/4C 2/4PW 0.15

Two human profiles facing each other in close proximity, like a face-to-face encounter or mirrored confrontation.

Prompt and audits

Target evidence: Two clear opposing facial profiles frame a pale central void whose arched, doorway-like silhouette is strongly legible.

Missing relation: The viewer must supply the interpretation that the central light shape is a doorway or passage rather than simply negative space.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Let the arch crown stop before both profile boundaries; the missing joins must complete either faces or doorway, never both as separate icons. Remove independent face ovals, eyes and any separately outlined doorway frame.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B062
L4 · thresholdgpt-image-2
R 2/4C 1/4PW 0.10

A dark arched bridge or viaduct spanning water, with a reflected arch below and a pale sky/background.

Prompt and audits

Target evidence: A large dark arcing form descends on the right into a pale horizontal band suggestive of a horse lowering its head toward water.

Missing relation: The viewer must supply the horse body/head anatomy and the waterline to connect the dark arc and reflection-like lower forms into a single scene.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use a back arc, one head wedge, two leg cuts and a displaced reflection only; no whole animal boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge belly and bank values and remove any enclosing animal outline or eye-level detail. Preserve the lowered head wedge, the long back value arc and two narrow light leg cuts. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B063
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.00

A lone woman in profile, carrying a shallow bowl or tray in front of her, standing or walking in an open field.

Prompt and audits

Target evidence: Clear side-view standing human silhouette with a shallow bowl held at arm level; figure posture and bowl shape are directly legible.

Missing relation: A small amount of inferential linking that the bowl is being carried rather than simply aligned with the arm, and that the background motion implies wind.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Make the forearm and bowl stop across a clean gap from the torso, but align their axes so only one continuation fits. Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B064
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.11

A dark arched form like the back and tail of a large animal, partly submerged or obscured against a murky green-brown background.

Prompt and audits

Target evidence: A dark arched animal-like mass with a lowered tapering front reads plausibly as a horse bending its head toward the lower right.

Missing relation: The viewer must supply the water edge and the act of drinking; these relations are only weakly indicated by the soft lower haze.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use a back arc, one head wedge, two leg cuts and a displaced reflection only; no whole animal boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge belly and bank values and remove any enclosing animal outline or eye-level detail. Preserve the lowered head wedge, the long back value arc and two narrow light leg cuts. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B065
L4 · thresholdgpt-image-2
R 2/4C 1/4PW 0.00

A rocky seascape with surf and a small boat near shore.

Prompt and audits

Target evidence: The main horizontal shoreline mass can be organized as a reclining figure, with the left rock reading as head/shoulder and the central-right rock cluster as torso/legs along a left-to-right axis.

Missing relation: A human-body schema that links separate rock and surf forms into one reclining body rather than a landscape.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only the long body axis, head rock, knee rocks and one boat interval; the figure appears only after regrouping.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove any duplicate body outline, translucent person or anatomically complete limb. Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B067
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.18

Two human profiles facing each other in close proximity, like a mirrored pair or a conversation.

Prompt and audits

Target evidence: Two opposing profile silhouettes are clearly legible, with a centered arched negative space that reads as a doorway/portal between them.

Missing relation: The viewer must connect the central white void to a doorway rather than just empty space or a third figure.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Let the arch crown stop before both profile boundaries; the missing joins must complete either faces or doorway, never both as separate icons. Remove independent face ovals, eyes and any separately outlined doorway frame.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B070
L4 · thresholdgpt-image-2
R 4/4C 1/4PW 0.13

Two facing profile silhouettes forming a central head-shaped void.

Prompt and audits

Target evidence: Two opposing face profiles are clearly outlined at left and right, and the large central arch-like void/shape reads as a doorway between them.

Missing relation: The viewer must supply the shared interpretation that the central arch functions as a doorway rather than just an empty central form, and that the side contours are faces facing inward.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove independent face ovals, eyes and any separately outlined doorway frame. Preserve two opposed nose-lip-chin notches and the central arch crown in the same paired boundaries. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B071
L4 · thresholdgpt-image-1
R 4/4C 1/4PW 0.13

A side-view of a standing woman in a dress, possibly holding a shallow bowl or tray.

Prompt and audits

Target evidence: Clear side-profile human silhouette with head, torso, extended arm, and a shallow bowl-like object held in front.

Missing relation: The figure-object relation is softened by painterly abstraction; the viewer must complete that the dark horizontal shape is a carried bowl in the outstretched hand.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only head-shoulder, bowl-forearm and one hem fragment; grass strokes may compete with the hem.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground. Preserve the shallow bowl ellipse, the bent forearm endpoint and one separate head-shoulder interval. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
Highest measured projection windows

Where the observer had the most work to do without losing the image

RG-B009
L2 · reducedgpt-image-1
R 4/4C 3/4PW 0.56

A reclining human figure viewed in profile, stretched across or into a seascape.

Prompt and audits

Target evidence: The landforms and shoreline clearly trace a human-like profile and reclining torso/legs from left to right, with the sea reading as the surrounding coast.

Missing relation: The viewer must map rocks, surf, and shoreline contours onto head, torso, bent knees, and limbs at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Make coast and body equally plausible from the same masses, with no overlay or duplicate outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B087
L4 · thresholdgpt-image-2
R 4/4C 2/4PW 0.34

Two abstract face profiles facing inward toward a blank central space.

Prompt and audits

Target evidence: Two dark profile contours face inward from left and right, and the large pale central opening reads as an arched doorway or void between them.

Missing relation: The viewer must supply the doorway as a coherent architectural opening and align the two face profiles as framing forms around it.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use only four detached boundary notches: two opposed nose-lip turns and two fragments of an arch crown. Leave open canvas between all four. No head masses, face ovals, central vase shape or closed doorway field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B021
L2 · reducedgpt-image-2
R 4/4C 1/4PW 0.32

A reclining human figure on rocky seaside cliffs, seen in profile and extending across the foreground.

Prompt and audits

Target evidence: Head-like profile at upper left, torso-like horizontal mass across the middle, and bent leg-like forms at right create a clear reclining body silhouette along the shoreline.

Missing relation: The viewer must supply the shift that the coastal rocks and surf are also read as anatomy of a reclining person.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Make coast and body equally plausible from the same masses, with no overlay or duplicate outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B014
L2 · reducedgpt-image-1
R 4/4C 1/4PW 0.27

Two human faces in profile facing each other, rendered as a dark silhouette on the left and a reddish profile on the right, with a pale vertical negative space between them.

Prompt and audits

Target evidence: Two clear profile silhouettes face inward from left and right, with a pale central negative shape reading as an arched doorway or opening.

Missing relation: The viewer must supply whether the central pale form is a doorway/void or a person-like figure, and read the side profiles as flanking it.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Flatten both people into side masses so their shared profile boundaries also define the bright arch.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B066
L1 · painterlygpt-image-2
R 4/4C 1/4PW 0.27

A reclining human figure integrated into a rocky seascape, with boats on the water nearby.

Prompt and audits

Target evidence: A large reclining male figure is legible in profile, stretched left-to-right with head at left, torso through center, and bent legs to the right.

Missing relation: The coast must be read as the body’s material substrate, with rocks, surf, and boats reorganized into anatomical features at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Keep secondary detail below L0 and above L2.
Apply only this correction; preserve the fixed subject, carrier and level contract.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B090
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.27

A rocky coastline or cove with blue water and several small boats offshore.

Prompt and audits

Target evidence: The large tan rock formations align as a reclining body: head at left, torso through center, bent legs to the right along the shoreline.

Missing relation: A viewer must map coastline forms and surf into a human body silhouette at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use a broad opaque surf band to hide the interval between head-torso rocks and raised-knee rocks. The reclining axis and one flank direction must enter and exit behind the surf with T-junctions; no anatomical outline or body-colored mass crosses the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B094
L3 · completiongpt-image-2
R 3/4C 2/4PW 0.26

A rocky seascape with waves crashing around large boulders and two small boats in the foreground. The left rock formation also suggests a human face in profile.

Prompt and audits

Target evidence: Left-side rock reads as a human head in profile, with the horizontal shoreline/wave band suggesting a reclined torso extending across the frame.

Missing relation: A continuous body outline linking the head-like rock, the surf line, and the right-side rock forms into one reclining figure.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use a broad opaque surf band to hide the interval between head-torso rocks and raised-knee rocks. The reclining axis and one flank direction must enter and exit behind the surf with T-junctions; no anatomical outline or body-colored mass crosses the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B089
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.20

A centered, pale bust-like silhouette or statue form, seen frontally, with dark shadowed mass on the left and warm brown background on the right.

Prompt and audits

Target evidence: A pale central vertical form is flanked by two darker side profiles that read like inward-facing faces, with the upper rounded mass suggesting a doorway arch or head-top depending on organization.

Missing relation: The viewer must supply the exact mapping of the central pale shape as an arched doorway rather than a figure, and the side forms as facing profiles rather than background masses.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use only four detached boundary notches: two opposed nose-lip turns and two fragments of an arch crown. Leave open canvas between all four. No head masses, face ovals, central vase shape or closed doorway field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-CONT · object_identity.contour

Contour and silhouette closure

A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

gradient not yet stablebest projection window: L4 · 0.14
Recognition
Completion
Spearman-0.89L0-L41.50Violations0Failuresnone:10
RG-B008
L0 · explicitgpt-image-2
R 4/4C 0/4PW 0.00

A woman in profile stands in a windswept field, holding a shallow bowl or tray at waist height.

Prompt and audits

Target evidence: Clear side-view standing human figure holding a shallow bowl/tray at waist level; posture, limbs, clothing, and profile are all legible.

Missing relation: None needed for the target; the figure and bowl are fully visible. For the secondary reading, the viewer supplies the idea of wind from the swept hair, flowing garments, and bent grasses.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render a fully modeled living figure and field with natural anatomy and continuous silhouette.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge
- two separated ground contacts below the torso

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B019
L0 · explicitgpt-image-1
R 4/4C 1/4PW 0.00

A woman in profile stands in a grassy landscape holding a shallow bowl or tray.

Prompt and audits

Target evidence: Clear side-view standing woman figure in profile, with arms extended holding a shallow bowl/tray.

Missing relation: The bowl-carrying action and upright human form are already visible; little completion is required beyond recognizing the figure as a person carrying an object.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render a fully modeled living figure and field with natural anatomy and continuous silhouette.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge
- two separated ground contacts below the torso

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B072
L1 · painterlygpt-image-2
R 4/4C 0/4PW 0.00

A lone woman standing in a windy field, seen in profile, holding a shallow bowl or basin.

Prompt and audits

Target evidence: Clear standing side-view human figure in profile, arms extended to support a shallow bowl at waist height.

Missing relation: None essential; the intended human-with-bowl reading is already visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge
- two separated ground contacts below the torso

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B038
L1 · painterlygpt-image-1
R 4/4C 0/4PW 0.00

A woman in profile walking across an open field while carrying a shallow bowl or tray.

Prompt and audits

Target evidence: A standing side-view female figure is clearly visible, with both hands supporting a shallow bowl at chest level.

Missing relation: None essential; the figure-bowl relation is already visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge
- two separated ground contacts below the torso

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B023
L2 · reducedgpt-image-2
R 4/4C 0/4PW 0.00

A woman in profile standing outdoors, holding a shallow bowl or tray at waist height.

Prompt and audits

Target evidence: Clear side-view standing human figure with arm extended holding a shallow bowl at torso height.

Missing relation: No major missing relation; the figure and bowl are already explicit.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Break the silhouette at shoulder-to-arm, waist and lower hem; keep the bowl ellipse and ground contacts.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge
- two separated ground contacts below the torso

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B015
L2 · reducedgpt-image-1
R 4/4C 1/4PW 0.07

A lone standing woman in side profile, wearing a dress and holding a shallow tray or bowl at chest height.

Prompt and audits

Target evidence: Clear side-profile standing human figure with arm extended holding a shallow bowl/tray shape.

Missing relation: The figure must be read as a person carrying the bowl; the object form is softened and partially ambiguous.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Break the silhouette at shoulder-to-arm, waist and lower hem; keep the bowl ellipse and ground contacts.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge
- two separated ground contacts below the torso

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B082
L3 · completiongpt-image-2
R 3/4C 2/4PW 0.17

A woman in a field, partly hidden behind a vertical tree trunk or post, holding out a shallow bowl or tray.

Prompt and audits

Target evidence: Side-view human profile with head, torso, arm extended forward holding a shallow bowl; dress-like form reads as a standing figure despite central occlusion.

Missing relation: The occluding vertical band hides much of the body, so the viewer must mentally complete the standing posture and full connection between torso/arm and the bowl.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Paint a broad opaque ground-colored vertical scumble across the torso and elbow. Show the head-shoulder fragment entering one side and the forearm-bowl fragment exiting the other with aligned endpoints and clear T-junctions. The garment hem appears only below the occluder; no continuous body mass crosses it.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B088
L3 · completiongpt-image-1
R 4/4C 0/4PW 0.00

A side-view of a standing woman holding a shallow bowl or tray.

Prompt and audits

Target evidence: Clear side-view standing human profile with arms extended holding a shallow bowl or tray-like vessel.

Missing relation: Nothing essential is missing for the human-with-bowl reading; the scene relation is already visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse
- one long wind-pulled garment edge

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Paint a broad opaque ground-colored vertical scumble across the torso and elbow. Show the head-shoulder fragment entering one side and the forearm-bowl fragment exiting the other with aligned endpoints and clear T-junctions. The garment hem appears only below the occluder; no continuous body mass crosses it.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B079
L4 · thresholdgpt-image-2
R 2/4C 2/4PW 0.14

Sparse abstract composition with a faint, partial human figure or seated person suggested by a few dark contour lines near the center.

Prompt and audits

Target evidence: A loose side-profile human-like outline is suggested near the upper center, with a dark line extended forward like an arm holding a shallow horizontal oval that can read as a bowl.

Missing relation: The viewer must connect the sparse marks into a full standing body and infer the bowl as an object rather than a brushstroke.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only head-shoulder, bowl-forearm and one hem fragment; grass strokes may compete with the hem.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use exactly three isolated marks on raw linen: a small head-shoulder angle, a detached forearm ending at a shallow bowl arc, and one short hem diagonal. Together they occupy under 15% of the canvas. No torso fill, face, legs or continuous silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B077
L4 · thresholdgpt-image-1
R 3/4C 2/4PW 0.15

A blurred human figure in profile, seated at a table and facing right; the red-toned upper body and extended arm read as someone working or resting at a surface.

Prompt and audits

Target evidence: Blurry side-profile human-like silhouette with head, torso, arm, and a horizontal bowl-like form held in front; the pose reads as standing and carrying.

Missing relation: The viewer must supply the exact body outline and the bowl’s full shape/function from the soft, partial paint masses.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A standing woman in side view carries a shallow bowl at waist height in a windy field. Her torso is left of center, the bowl projects to the right, and one long garment edge leans with the wind.

RECOGNITION CARRIER
Identity must be carried primarily by outer-boundary direction, three occlusion junctions and the relation between head, bent forearm, bowl ellipse and garment hem.

FIXED MEDIUM AND REGISTER
Oil paint, charcoal and dry brush on stretched linen; muted madder, gray-green and chalk white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only head-shoulder, bowl-forearm and one hem fragment; grass strokes may compete with the hem.

DIAGNOSTIC RELATIONS TO PRESERVE
- small head interval above a sloping shoulder
- bent forearm ending at a shallow horizontal bowl ellipse

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use exactly three isolated marks on raw linen: a small head-shoulder angle, a detached forearm ending at a shallow bowl arc, and one short hem diagonal. Together they occupy under 15% of the canvas. No torso fill, face, legs or continuous silhouette.
Apply only this correction; preserve the fixed subject, carrier and level contract.

Measured correction vector

LevelCohortRecognitionCompletion needCompletion specificityLiteral closureProjection windowDesigned absence
L3correction 14.000.500.504.000.001.00
L3correction 23.501.002.003.000.093.50
L4anchor4.001.002.502.500.110.50
L4correction 13.501.002.001.500.142.00
L4correction 22.502.001.501.000.142.00

Acceptance criteria

  • negative gradient: pass
  • endpoint contrast: pass
  • monotonicity: pass
  • completion rises: pass
  • middle projection window: fail
  • threshold not pure noise: pass
  • both models same direction: pass

Bridge corrections

Cycle 1 · L1

L2 remained too literally closed, compressing the L0-L2 interval.

Change: Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground.

Falsifier: L1 is no more recognizable than L2 or remains as literally closed as L0.

Cycle 1 · L3

Anchor reduction did not create a specific missing relation for the observer to supply.

Change: Make the forearm and bowl stop across a clean gap from the torso, but align their axes so only one continuation fits. Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground.

Falsifier: Completion specificity does not rise, or noise rises above 2 while target recognizability falls below 1.

Cycle 1 · L4

Original L4 remained recognizability 4.00/4 with literal closure 2.50/4; reduction was rendered as a simplified complete subject.

Change: Remove the continuous torso-to-hem boundary and interrupt both leg outlines before the ground. Preserve the shallow bowl ellipse, the bent forearm endpoint and one separate head-shoulder interval. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.

Falsifier: Revised L4 still shows a complete target or recognizability does not fall by at least one point from L0.

Cycle 2 · L3

First L3 completion necessity was 0.50/4 and specificity 0.50/4.

Change: Paint a broad opaque ground-colored vertical scumble across the torso and elbow. Show the head-shoulder fragment entering one side and the forearm-bowl fragment exiting the other with aligned endpoints and clear T-junctions. The garment hem appears only below the occluder; no continuous body mass crosses it.

Falsifier: The target is simply painted over, the fragments do not align, or completion necessity remains below 2.

Cycle 2 · L4

First revised L4 recognizability was 3.50/4 versus endpoint target <=2.5; contrast was 0.50.

Change: Use exactly three isolated marks on raw linen: a small head-shoulder angle, a detached forearm ending at a shallow bowl arc, and one short hem diagonal. Together they occupy under 15% of the canvas. No torso fill, face, legs or continuous silhouette.

Falsifier: A complete target-sized mass reappears or both target recognition and completion specificity collapse to zero.

RG-TONE · object_identity.tonal_mass

Tonal mass emergence

A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

gradient not yet stablebest projection window: L4 · 0.11
Recognition
Completion
Spearman-0.71L0-L41.50Violations0Failuresnone:10
RG-B018
L0 · explicitgpt-image-2
R 4/4C 0/4PW 0.00

A horse standing in shallow water with its head down drinking at the river’s edge.

Prompt and audits

Target evidence: Clear horse form in profile with lowered head touching the water at the shoreline.

Missing relation: None; the horse-at-water scene is already visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Fully resolve horse anatomy, hide, riverbank and reflection with realistic tonal modeling.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses
- broken vertical reflection below the muzzle and chest

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B016
L0 · explicitgpt-image-1
R 4/4C 1/4PW 0.00

A dark horse standing in shallow water with its head down, drinking or grazing at the water’s edge.

Prompt and audits

Target evidence: Clear horse silhouette with lowered head touching or near the waterline; legs, torso, and mane/neck read coherently as an animal drinking.

Missing relation: Only a slight contextual relation is missing: one must infer that the dark lower area is water and that the pale duplicate forms are reflections.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Fully resolve horse anatomy, hide, riverbank and reflection with realistic tonal modeling.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses
- broken vertical reflection below the muzzle and chest

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B056
L1 · painterlygpt-image-2
R 4/4C 0/4PW 0.00

A horse standing at the edge of shallow water, drinking or grazing with its head lowered.

Prompt and audits

Target evidence: Clear horse body, legs, and lowered head touching the water at the shoreline.

Missing relation: No substantial missing relation; the scene is already fully legible as a horse drinking or lowering its head at water.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses
- broken vertical reflection below the muzzle and chest

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge belly and bank values and remove any enclosing animal outline or eye-level detail.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B069
L1 · painterlygpt-image-1
R 4/4C 1/4PW 0.00

A dark horse standing in shallow water, head lowered as if drinking.

Prompt and audits

Target evidence: Clear horse silhouette with lowered head touching the water’s edge; shoreline and reflected lower body support the ‘at water’ relation.

Missing relation: That the lowered head is drinking or investigating the water rather than merely grazing or standing at shore.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses
- broken vertical reflection below the muzzle and chest

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge belly and bank values and remove any enclosing animal outline or eye-level detail.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B020
L2 · reducedgpt-image-2
R 4/4C 1/4PW 0.00

A dark horse standing in shallow water with its head lowered to drink.

Prompt and audits

Target evidence: Clear horse silhouette with lowered head touching or near water at the shoreline.

Missing relation: The viewer must infer the exact water-edge relation and whether the dark lower forms are reflection versus shadow.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Remove drawn contours; let four interlocking value masses and leg cuts carry the animal.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses
- broken vertical reflection below the muzzle and chest

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B036
L2 · reducedgpt-image-1
R 4/4C 1/4PW 0.00

A dark horse standing in profile with its head lowered to graze.

Prompt and audits

Target evidence: Clear horse-like body, legs, and lowered head positioned at a waterline as if drinking.

Missing relation: The sense that the dark form is a horse rather than only a landform, and that the lower haze is water/reflection.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Remove drawn contours; let four interlocking value masses and leg cuts carry the animal.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses
- broken vertical reflection below the muzzle and chest

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B073
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.00

A horse standing in shallow water with its head down, drinking or grazing at the shoreline.

Prompt and audits

Target evidence: Four-legged animal silhouette with lowered head touching the waterline; body, legs, and horse-like profile are legible despite abstraction.

Missing relation: The viewer must supply the interpretation of the dark horizontal form as a horse rather than a landform, and align the lower reflection/water surface with the animal at the bank.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Lay one opaque pale river-mist band across the horse's middle third. Let the back arc and lowered head-neck mass enter behind it from opposite sides; two leg cuts reappear below with T-junctions. No dark animal-shaped fill may pass through the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B081
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.00

A dark horse standing in shallow water with its head lowered to drink.

Prompt and audits

Target evidence: Clear horse silhouette with lowered head at a waterline; legs and body are readable as an animal drinking or grazing at the edge of water.

Missing relation: A viewer must supply the interpretation that the dark lower area is water with a reflection, rather than just blurred paint or mist.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass
- three or four narrow light cuts separating leg masses

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Lay one opaque pale river-mist band across the horse's middle third. Let the back arc and lowered head-neck mass enter behind it from opposite sides; two leg cuts reappear below with T-junctions. No dark animal-shaped fill may pass through the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B078
L4 · thresholdgpt-image-2
R 2/4C 1/4PW 0.09

Abstract watery landscape with a low horizon and several dark brushlike forms, one resembling a tilted post or boat mast with its reflection.

Prompt and audits

Target evidence: Dark right-hand form can be read as a lowered horse head/neck; two vertical marks suggest legs near a waterline.

Missing relation: The viewer must supply the horse’s full body outline and the precise contact relation between head and water edge.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use a back arc, one head wedge, two leg cuts and a displaced reflection only; no whole animal boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use exactly four separated value events: one short back arc, one lowered head wedge, two narrow leg cuts, plus a displaced reflection. No dark quadruped-shaped mass and no continuous connection between back and head.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B091
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.13

A dark horse-like animal seen in profile, with its head lowered as if drinking or grazing near water.

Prompt and audits

Target evidence: Dark arched body with a lowered head-like end touching the waterline; a vertical leg-like form beneath the torso supports a horse-at-water pose.

Missing relation: The viewer must decide whether the dark mass is an animal or a landscape form, and whether the lower pale shapes are water reflections or painterly blur.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A riderless horse stands left-to-right at a river edge with its head lowered toward the water. The back is a long dark arc, the head is lower right, and the reflected mass sits beneath it.

RECOGNITION CARRIER
Identity must be carried by broad value masses and negative cuts, not a drawn outline: back arc, chest mass, lowered head wedge, four leg intervals and a broken reflection.

FIXED MEDIUM AND REGISTER
Broad oil scumble and absorbent wash on linen; umber-black, blue gray, moss green and pale river light. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use a back arc, one head wedge, two leg cuts and a displaced reflection only; no whole animal boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- long dark back arc above a lighter belly interval
- lowered head wedge connected by a descending neck mass

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use exactly four separated value events: one short back arc, one lowered head wedge, two narrow leg cuts, plus a displaced reflection. No dark quadruped-shaped mass and no continuous connection between back and head.
Apply only this correction; preserve the fixed subject, carrier and level contract.

Measured correction vector

LevelCohortRecognitionCompletion needCompletion specificityLiteral closureProjection windowDesigned absence
L3correction 14.001.502.003.500.063.00
L3correction 24.001.003.004.000.003.50
L4anchor4.001.001.003.500.051.00
L4correction 12.501.001.501.000.102.50
L4correction 22.501.001.501.000.112.00

Acceptance criteria

  • negative gradient: pass
  • endpoint contrast: pass
  • monotonicity: pass
  • completion rises: pass
  • middle projection window: fail
  • threshold not pure noise: pass
  • both models same direction: pass

Bridge corrections

Cycle 1 · L1

L2 remained too literally closed, compressing the L0-L2 interval.

Change: Merge belly and bank values and remove any enclosing animal outline or eye-level detail.

Falsifier: L1 is no more recognizable than L2 or remains as literally closed as L0.

Cycle 1 · L3

Anchor reduction did not create a specific missing relation for the observer to supply.

Change: Separate head-neck and back-chest masses with a river-light gap while keeping their value slopes continuous. Merge belly and bank values and remove any enclosing animal outline or eye-level detail.

Falsifier: Completion specificity does not rise, or noise rises above 2 while target recognizability falls below 1.

Cycle 1 · L4

Original L4 remained recognizability 4.00/4 with literal closure 3.50/4; reduction was rendered as a simplified complete subject.

Change: Merge belly and bank values and remove any enclosing animal outline or eye-level detail. Preserve the lowered head wedge, the long back value arc and two narrow light leg cuts. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.

Falsifier: Revised L4 still shows a complete target or recognizability does not fall by at least one point from L0.

Cycle 2 · L3

First L3 completion necessity was 1.50/4 and specificity 2.00/4.

Change: Lay one opaque pale river-mist band across the horse's middle third. Let the back arc and lowered head-neck mass enter behind it from opposite sides; two leg cuts reappear below with T-junctions. No dark animal-shaped fill may pass through the band.

Falsifier: The target is simply painted over, the fragments do not align, or completion necessity remains below 2.

Cycle 2 · L4

First revised L4 recognizability was 2.50/4 versus endpoint target <=2.5; contrast was 1.50.

Change: Use exactly four separated value events: one short back arc, one lowered head wedge, two narrow leg cuts, plus a displaced reflection. No dark quadruped-shaped mass and no continuous connection between back and head.

Falsifier: A complete target-sized mass reappears or both target recognition and completion specificity collapse to zero.

RG-SCENE · scene_identity.spatial_relations

Landscape and architecture gist

In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

gradient not yet stablebest projection window: L4 · 0.11
Recognition
Completion
Spearman-0.71L0-L41.00Violations0Failuresnone:10
RG-B013
L0 · explicitgpt-image-2
R 4/4C 0/4PW 0.00

A moody landscape with a stone bridge crossing a river, beside a tall tower or gatehouse.

Prompt and audits

Target evidence: A stone arch bridge spans a river, with a single tall tower at the right and a rainy, mist-filled landscape around them.

Missing relation:

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render wet stone, river depth, rain and the tower as a credible detailed place.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank
- two bank directions converging toward the bridge

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B031
L0 · explicitgpt-image-1
R 4/4C 0/4PW 0.00

A rainy landscape with a stone bridge over a river, and a tall tower or gatehouse on the right.

Prompt and audits

Target evidence: A stone bridge spans a rainy river, with a single tower-like vertical structure on the right; mist and diagonal rain reinforce the landscape reading.

Missing relation: Very little is missing; the viewer mainly supplies that the broad arc is a bridge and the vertical mass is a tower.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render wet stone, river depth, rain and the tower as a credible detailed place.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank
- two bank directions converging toward the bridge

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B040
L1 · painterlygpt-image-2
R 4/4C 0/4PW 0.00

A moody landscape with a stone bridge over a river and a tall tower or keep beside it.

Prompt and audits

Target evidence: A stone bridge spans the river, with a single tall tower on the right, all set in rainy/misty conditions.

Missing relation: Minimal—only the broader identification of the scene as a rainy river landscape is needed; no major absent structure must be inferred.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank
- two bank directions converging toward the bridge

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B039
L1 · painterlygpt-image-1
R 4/4C 1/4PW 0.08

A misty landscape with a stone bridge crossing a river or canal, and a tall rectangular tower or chimney on the right bank.

Prompt and audits

Target evidence: An arched stone bridge spans a misty river, with a single tall tower-like mass on the right and rain streaks across the scene.

Missing relation: The viewer must connect the visible arch, river, and tower into a coherent landscape with weather conditions; the bridge/river relation is implied by form rather than sharply detailed context.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank
- two bank directions converging toward the bridge

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B006
L2 · reducedgpt-image-2
R 4/4C 0/4PW 0.00

A stone bridge spanning a calm river, with a tall tower or turret on the right bank in a misty landscape.

Prompt and audits

Target evidence: A stone bridge spans a river under rain/mist, with a single tower rising on the right side; the scene reads directly as a rainy river landscape with bridge and tower.

Missing relation: No meaningful missing relation is required; the main forms are already legible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Let deck, arch, river and tower survive as broad relational masses; dissolve masonry detail.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank
- two bank directions converging toward the bridge

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B005
L2 · reducedgpt-image-1
R 4/4C 1/4PW 0.00

A misty landscape with a stone arch bridge spanning a river or stream.

Prompt and audits

Target evidence: A stone bridge spans a misty river, with a single tower-like vertical mass on the right and rain-softened landscape forms around them.

Missing relation: The exact architectural linkage of the tower to the bridge is not fully explicit; the viewer supplies that they belong to one riverside structure.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Let deck, arch, river and tower survive as broad relational masses; dissolve masonry detail.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank
- two bank directions converging toward the bridge

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B095
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.00

A muted riverside landscape with a stone bridge on the left and a tall ruined tower or building on the right, reflected in calm water under a hazy sky.

Prompt and audits

Target evidence: A stone bridge spans a river at left, with a single tall tower/keep on the right, all under rainy misty conditions.

Missing relation: The exact spatial continuity of the bridge-to-tower complex is softened by mist, but the basic landscape relation is still legible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Cover the central bridge span with an opaque rain scumble occupying about one third of the width. Two deck fragments and converging banks enter behind it with collinear endpoints; only a partial under-arc emerges. Do not paint a continuous bridge through the veil.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B096
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.07

A misty bridge or viaduct spanning water in rainy conditions, with a tall vertical tower or pier on the right.

Prompt and audits

Target evidence: A stone bridge spans a misty river with a single tall tower at the right; the whole scene reads as rain-soaked and atmospheric.

Missing relation: The viewer must supply the full landscape context—riverbanks, depth, and the bridge’s continuation through mist—since these are only partially articulated.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck
- one narrow tower mass on the right bank

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Cover the central bridge span with an opaque rain scumble occupying about one third of the width. Two deck fragments and converging banks enter behind it with collinear endpoints; only a partial under-arc emerges. Do not paint a continuous bridge through the veil.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B086
L4 · thresholdgpt-image-2
R 3/4C 1/4PW 0.11

An abstract, muted interior-like composition with a few architectural fragments: a dark arch or doorway shape at left, a thin horizontal ledge or beam across the upper middle, and a narrow vertical pillar-like form at right.

Prompt and audits

Target evidence: A dark stone-like arch at lower left reads as a bridge, with a separate vertical mass at upper right suggesting a single tower in a misty river setting.

Missing relation: The viewer must connect the sparse masses into a landscape with water/river and spatial linkage between bridge and tower.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Keep one broken horizontal, one dark under-arc and one narrow upright; do not close a bridge or tower outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use exactly three separated events: a short broken deck segment, half of an under-arc, and one narrow upright. Remove river horizon, banks, masonry and every continuous bridge-tower connection; the rest is open rain field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B074
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.12

A foggy bridge or viaduct spanning water or a low valley, with one dark vertical support on the right.

Prompt and audits

Target evidence: A low horizontal span reads as a bridge over misty water, with a single dark vertical mass on the right that can organize as a tower.

Missing relation: The viewer must supply the full river landscape context and connect the soft arch-like form to a stone bridge in rain.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. In rain, a low stone bridge crosses a river from left to center and meets one narrow tower on the right bank. One bridge arch opens over the water; the tower is the only vertical accent.

RECOGNITION CARRIER
Scene identity must be carried by low-spatial-frequency layout: river band below, bridge deck crossing it, one dark arch interruption, one narrow vertical tower and converging bank directions.

FIXED MEDIUM AND REGISTER
Layered oil wash, wiped passages and dry impasto on linen; rain gray, raw sienna, green black and lead white. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Keep one broken horizontal, one dark under-arc and one narrow upright; do not close a bridge or tower outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one horizontal bridge-deck band crossing the river field
- one dark arch-shaped interruption under the deck

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use exactly three separated events: a short broken deck segment, half of an under-arc, and one narrow upright. Remove river horizon, banks, masonry and every continuous bridge-tower connection; the rest is open rain field.
Apply only this correction; preserve the fixed subject, carrier and level contract.

Measured correction vector

LevelCohortRecognitionCompletion needCompletion specificityLiteral closureProjection windowDesigned absence
L3correction 14.001.001.503.500.043.00
L3correction 24.001.002.003.500.032.50
L4anchor4.000.501.003.500.030.00
L4correction 13.501.002.002.500.082.00
L4correction 23.001.002.001.500.112.50

Acceptance criteria

  • negative gradient: pass
  • endpoint contrast: fail
  • monotonicity: pass
  • completion rises: pass
  • middle projection window: fail
  • threshold not pure noise: pass
  • both models same direction: pass

Bridge corrections

Cycle 1 · L1

L2 remained too literally closed, compressing the L0-L2 interval.

Change: Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field.

Falsifier: L1 is no more recognizable than L2 or remains as literally closed as L0.

Cycle 1 · L3

Anchor reduction did not create a specific missing relation for the observer to supply.

Change: Interrupt the deck above the arch but align both deck fragments and the bank convergence across the missing span. Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field.

Falsifier: Completion specificity does not rise, or noise rises above 2 while target recognizability falls below 1.

Cycle 1 · L4

Original L4 remained recognizability 4.00/4 with literal closure 3.50/4; reduction was rendered as a simplified complete subject.

Change: Do not close the bridge arch, tower roof or river horizon; dissolve masonry into rain field. Preserve the relation of one broken deck band, one dark under-arc and one narrow right-bank upright. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.

Falsifier: Revised L4 still shows a complete target or recognizability does not fall by at least one point from L0.

Cycle 2 · L3

First L3 completion necessity was 1.00/4 and specificity 1.50/4.

Change: Cover the central bridge span with an opaque rain scumble occupying about one third of the width. Two deck fragments and converging banks enter behind it with collinear endpoints; only a partial under-arc emerges. Do not paint a continuous bridge through the veil.

Falsifier: The target is simply painted over, the fragments do not align, or completion necessity remains below 2.

Cycle 2 · L4

First revised L4 recognizability was 3.50/4 versus endpoint target <=2.5; contrast was 0.50.

Change: Use exactly three separated events: a short broken deck segment, half of an under-arc, and one narrow upright. Remove river horizon, banks, masonry and every continuous bridge-tower connection; the rest is open rain field.

Falsifier: A complete target-sized mass reappears or both target recognition and completion specificity collapse to zero.

RG-GROUND · organization_identity.figure_ground

Reversible figure-ground

Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

gradient not yet stablebest projection window: L4 · 0.27
Recognition
Completion
Spearman-0.71L0-L40.50Violations0Failuresnone:10
RG-B027
L0 · explicitgpt-image-2
R 4/4C 0/4PW 0.00

Two human figures shown in profile, facing each other closely across a central opening.

Prompt and audits

Target evidence: Two mirrored side profiles clearly face each other across a central arched opening.

Missing relation: No major missing relation; the viewer mainly needs to register the central negative space as a doorway/portal and the side forms as profiles.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render two credible facing people in an interior with a real arched doorway between them; meanings are explicit.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B035
L0 · explicitgpt-image-1
R 4/4C 1/4PW 0.00

Two human profiles facing each other in mirror-like symmetry, centered on a pale vertical shape between them.

Prompt and audits

Target evidence: Two human side profiles face inward symmetrically, with a pale central opening whose arched top reads as a doorway between them.

Missing relation: Interpret the central pale shape as an architectural doorway rather than just background light, and read the faces as framing it.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render two credible facing people in an interior with a real arched doorway between them; meanings are explicit.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B061
L1 · painterlygpt-image-2
R 4/4C 1/4PW 0.00

Two human profiles facing one another in close symmetry, with a bright arch- or doorway-like opening between them.

Prompt and audits

Target evidence: Two clear side-profile faces frame a bright central arch-like opening that reads as a doorway.

Missing relation: The viewer must supply the shared interpretation that the central pale shape is a doorway rather than a blank gap or abstract light source.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Preserve two opposed nose-lip-chin notches and the central arch crown in the same paired boundaries. Keep secondary detail below L0 and above L2.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B037
L1 · painterlygpt-image-1
R 4/4C 1/4PW 0.09

Two human profiles facing each other, almost mirror-like, with a bright vertical space between them.

Prompt and audits

Target evidence: Two dark side-profile faces face inward from left and right, with a pale arched central negative space between them that reads as a doorway.

Missing relation: The viewer must supply that the central pale shape is an architectural opening rather than just background light or a void.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Preserve two opposed nose-lip-chin notches and the central arch crown in the same paired boundaries. Keep secondary detail below L0 and above L2.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B002
L2 · reducedgpt-image-2
R 4/4C 1/4PW 0.18

Two human profiles facing each other across a bright central opening, with a small distant landscape or shoreline visible through it.

Prompt and audits

Target evidence: Two strong lateral face profiles directly oppose each other, with a centered pale arch-shaped void reading as a doorway between them.

Missing relation: The viewer must supply that the central pale shape is an arched doorway/opening rather than just a tall abstract negative space.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Flatten both people into side masses so their shared profile boundaries also define the bright arch.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B014
L2 · reducedgpt-image-1
R 4/4C 1/4PW 0.27

Two human faces in profile facing each other, rendered as a dark silhouette on the left and a reddish profile on the right, with a pale vertical negative space between them.

Prompt and audits

Target evidence: Two clear profile silhouettes face inward from left and right, with a pale central negative shape reading as an arched doorway or opening.

Missing relation: The viewer must supply whether the central pale form is a doorway/void or a person-like figure, and read the side profiles as flanking it.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Flatten both people into side masses so their shared profile boundaries also define the bright arch.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway
- no independent outline around the central doorway

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B080
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.08

Two people in profile facing each other across a tall dark rectangular object, like a book or panel, with a pale arch or halo shape behind them.

Prompt and audits

Target evidence: Two mirrored human profiles clearly face inward toward a centered arched light shape, with a dark rectangular opening separating them like a doorway.

Missing relation: The viewer must infer the architectural reading of the pale central form as an arched doorway rather than a head or abstract shape.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Insert a narrow opaque central band that hides the middle of the shared profile-doorway boundaries. Forehead/nose fragments above and lip/chin fragments below must align across it with T-junctions; neither a face oval nor a doorway frame may close around the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B076
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.06

Two human profiles in strict side view facing one another across a pale central vertical form.

Prompt and audits

Target evidence: Two clear side-facing profiles flank a pale central form whose top is arched and whose sides read as a doorway or opening.

Missing relation: A stable assignment of the center as either architectural opening or shared silhouette figure; the image itself already suggests both.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown
- shared edges belong equally to profiles and doorway

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Insert a narrow opaque central band that hides the middle of the shared profile-doorway boundaries. Forehead/nose fragments above and lip/chin fragments below must align across it with T-junctions; neither a face oval nor a doorway frame may close around the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B087
L4 · thresholdgpt-image-2
R 4/4C 2/4PW 0.34

Two abstract face profiles facing inward toward a blank central space.

Prompt and audits

Target evidence: Two dark profile contours face inward from left and right, and the large pale central opening reads as an arched doorway or void between them.

Missing relation: The viewer must supply the doorway as a coherent architectural opening and align the two face profiles as framing forms around it.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use only four detached boundary notches: two opposed nose-lip turns and two fragments of an arch crown. Leave open canvas between all four. No head masses, face ovals, central vase shape or closed doorway field.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B089
L4 · thresholdgpt-image-1
R 3/4C 1/4PW 0.20

A centered, pale bust-like silhouette or statue form, seen frontally, with dark shadowed mass on the left and warm brown background on the right.

Prompt and audits

Target evidence: A pale central vertical form is flanked by two darker side profiles that read like inward-facing faces, with the upper rounded mass suggesting a doorway arch or head-top depending on organization.

Missing relation: The viewer must supply the exact mapping of the central pale shape as an arched doorway rather than a figure, and the side forms as facing profiles rather than background masses.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. Two people in side profile face each other across a central interval. The shared boundary of their forehead, nose, lips and chin also forms the two sides of a tall arched doorway in the central light.

RECOGNITION CARRIER
The exact same paired boundaries must serve both readings. Do not place a separate doorway icon between two separate portraits; recognition must reverse through ownership of the shared edge.

FIXED MEDIUM AND REGISTER
Flat oil, scraped ground and restrained glaze on linen; bone light, carbon dark, oxidized green and muted red. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only two opposed nose-lip-chin notches and the arch crown; neither faces nor doorway may close completely.

DIAGNOSTIC RELATIONS TO PRESERVE
- two opposed forehead-nose-lips-chin boundary sequences
- central light interval with an arched crown

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use only four detached boundary notches: two opposed nose-lip turns and two fragments of an arch crown. Leave open canvas between all four. No head masses, face ovals, central vase shape or closed doorway field.
Apply only this correction; preserve the fixed subject, carrier and level contract.

Measured correction vector

LevelCohortRecognitionCompletion needCompletion specificityLiteral closureProjection windowDesigned absence
L3correction 14.001.502.502.500.163.50
L3correction 24.001.002.003.000.072.00
L4anchor4.001.002.503.500.062.00
L4correction 13.501.502.002.000.144.00
L4correction 23.501.502.501.000.274.00

Acceptance criteria

  • negative gradient: pass
  • endpoint contrast: fail
  • monotonicity: pass
  • completion rises: pass
  • middle projection window: pass
  • threshold not pure noise: pass
  • both models same direction: fail

Bridge corrections

Cycle 1 · L1

L2 is usable; L1 needs a controlled interpolation rather than a new mechanism.

Change: Preserve two opposed nose-lip-chin notches and the central arch crown in the same paired boundaries. Keep secondary detail below L0 and above L2.

Falsifier: L1 is no more recognizable than L2 or remains as literally closed as L0.

Cycle 1 · L3

Anchor reduction did not create a specific missing relation for the observer to supply.

Change: Let the arch crown stop before both profile boundaries; the missing joins must complete either faces or doorway, never both as separate icons. Remove independent face ovals, eyes and any separately outlined doorway frame.

Falsifier: Completion specificity does not rise, or noise rises above 2 while target recognizability falls below 1.

Cycle 1 · L4

Original L4 remained recognizability 4.00/4 with literal closure 3.50/4; reduction was rendered as a simplified complete subject.

Change: Remove independent face ovals, eyes and any separately outlined doorway frame. Preserve two opposed nose-lip-chin notches and the central arch crown in the same paired boundaries. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.

Falsifier: Revised L4 still shows a complete target or recognizability does not fall by at least one point from L0.

Cycle 2 · L3

First L3 completion necessity was 1.50/4 and specificity 2.50/4.

Change: Insert a narrow opaque central band that hides the middle of the shared profile-doorway boundaries. Forehead/nose fragments above and lip/chin fragments below must align across it with T-junctions; neither a face oval nor a doorway frame may close around the band.

Falsifier: The target is simply painted over, the fragments do not align, or completion necessity remains below 2.

Cycle 2 · L4

First revised L4 recognizability was 3.50/4 versus endpoint target <=2.5; contrast was 0.50.

Change: Use only four detached boundary notches: two opposed nose-lip turns and two fragments of an arch crown. Leave open canvas between all four. No head masses, face ovals, central vase shape or closed doorway field.

Falsifier: A complete target-sized mass reappears or both target recognition and completion specificity collapse to zero.

RG-FACE · expressive_identity.face_affect

Sfumato face and affect ambiguity

A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

gradient not yet stablebest projection window: L3 · 0.09
Recognition
Completion
Spearman-0.89L0-L42.00Violations0Failuresnone:9, unguided_noise:1
RG-B010
L0 · explicitgpt-image-2
R 4/4C 0/4PW 0.00

A painted portrait of a woman, shown in close-up with her head turned slightly to the side.

Prompt and audits

Target evidence: A clearly formed human face in three-quarter view with relaxed features and a direct but soft gaze.

Missing relation: No meaningful missing relation; the face and expression are fully visible.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render a highly resolved living face with natural skin, stable expression and complete head boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible
- chin and far cheek partly merge with surrounding ground

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B003
L0 · explicitgpt-image-1
R 4/4C 0/4PW 0.00

A close-up painted portrait of a man's face, shown in low light against a dark background.

Prompt and audits

Target evidence: A clearly legible three-quarter human face emerges from the dark, with eyes, nose, mouth, cheek and ear aligned in a calm frontal-turn pose.

Missing relation: No essential missing relation; the face is already complete enough to read without supplementation.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render a highly resolved living face with natural skin, stable expression and complete head boundary.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible
- chin and far cheek partly merge with surrounding ground

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B068
L1 · painterlygpt-image-2
R 4/4C 0/4PW 0.00

A painted portrait of a woman in three-quarter view, looking toward the viewer.

Prompt and audits

Target evidence: A clearly legible three-quarter portrait of a human face with calm gaze, soft modeling, and composed posture.

Missing relation: No meaningful missing relation; the face and expression are already visible and resolved.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible
- chin and far cheek partly merge with surrounding ground

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B050
L1 · painterlygpt-image-1
R 4/4C 0/4PW 0.00

A painted male portrait, seen in close-up with the head turned slightly to the side against a dark background.

Prompt and audits

Target evidence: A clearly modeled human head in three-quarter view with subdued lighting, neutral gaze, and calm facial set.

Missing relation: No missing relation; the face and expression are visibly completed.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible
- chin and far cheek partly merge with surrounding ground

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B025
L2 · reducedgpt-image-2
R 4/4C 0/4PW 0.00

A painted portrait of a young woman in three-quarter view, with dark hair and a calm, introspective expression.

Prompt and audits

Target evidence: A clearly painted human head and shoulders in three-quarter view, with the face turned slightly away but still readable as calm and attentive.

Missing relation: No significant missing relation; the face is already organized by visible features and orientation.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Keep one eye, nose bridge and mouth relation; merge far cheek, jaw and hair into the ground.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible
- chin and far cheek partly merge with surrounding ground

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B033
L2 · reducedgpt-image-1
R 4/4C 1/4PW 0.05

A subdued portrait of an adult man’s face in three-quarter view, emerging from a dark background.

Prompt and audits

Target evidence: A human head and face are clearly organized in three-quarter view, with eyes, nose, mouth, and cheek planes readable despite soft rendering.

Missing relation: The exact emotional state and identity details are not fully explicit; the viewer must supply a calm, reserved expression from the subdued mouth and gaze.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Keep one eye, nose bridge and mouth relation; merge far cheek, jaw and hair into the ground.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible
- chin and far cheek partly merge with surrounding ground

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B084
L3 · completiongpt-image-2
R 4/4C 1/4PW 0.19

A painted female face in close-up, seen in partial profile, with a dark brushstroke obscuring the lower half.

Prompt and audits

Target evidence: A human face is clearly organized in three-quarter view, with visible eye, nose bridge, cheek contour, and mouth area; the pose reads as calm and inward.

Missing relation: The lower face is partially obscured, so the observer must mentally complete the mouth and jaw to read the expression fully.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Place an opaque dark diagonal scumble across the cheek-to-mouth relation. One eye and nose bridge remain above it; two uncertain mouth-corner and chin fragments reappear below with compatible orientation and T-junctions. No skin-colored head oval may continue through the scumble.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B092
L3 · completiongpt-image-1
R 3/4C 0/4PW 0.00

A softly painted portrait of a human face, shown close-up and turned slightly to one side.

Prompt and audits

Target evidence: A human face is clearly organized in three-quarter view, with eyes, nose, mouth, and head turn all legible despite softness.

Missing relation: No major missing relation; the face and calm pose are already visually present.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions
- mouth corners are edge-soft and tonally reversible

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Place an opaque dark diagonal scumble across the cheek-to-mouth relation. One eye and nose bridge remain above it; two uncertain mouth-corner and chin fragments reappear below with compatible orientation and T-junctions. No skin-colored head oval may continue through the scumble.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B075
L4 · thresholdgpt-image-2
R 3/4C 0/4PW 0.00

A faint human face in near-profile, emerging from a dark ground.

Prompt and audits

Target evidence: A human face is clearly organized in three-quarter view, with eye, nose bridge, cheek, and mouth emerging from the darkness.

Missing relation: The full facial contour and expression must be mentally completed from the low-contrast rendering.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use one eye interval, a nose value turn and two uncertain mouth-corner transitions only; no complete head oval.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
On a neutral dark ground use only one eye interval, one nose-value turn and two tiny mouth-corner transitions, all detached. They occupy under 12% of the canvas. Never paint a skin-colored face-shaped field, head oval, cheek mass, hair or jaw.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B083
L4 · thresholdgpt-image-1
R 1/4C 0/4PW 0.00

A faint human face or head emerges from a dark brown ground, front-facing and softly modeled rather than sharply outlined.

Prompt and audits

Target evidence: A faint central oval with darker accents suggests a human face in partial profile/three-quarter turn.

Missing relation: The viewer would need to invent facial structure, gaze direction, and mouth configuration to read a calm three-quarter portrait.

Failure mode: unguided_noise

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A calm adult face turns three-quarters toward the light. The gaze meets the room indirectly; the corners of the mouth can read either as the beginning of welcome or as contained reserve.

RECOGNITION CARRIER
Face and affect must emerge from low-contrast value transitions around eyes, cheek and mouth. The mouth corners must have no hard contour and must remain less spatially certain than the nose bridge and one eye.

FIXED MEDIUM AND REGISTER
Very thin oil glazes, soft scumble and selective opaque accents on dark-prepared linen; flesh ochres, lake, umber and cool gray. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Use one eye interval, a nose value turn and two uncertain mouth-corner transitions only; no complete head oval.

DIAGNOSTIC RELATIONS TO PRESERVE
- one eye and nose bridge provide stable three-quarter orientation
- cheek turns through layered low-contrast transitions

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
On a neutral dark ground use only one eye interval, one nose-value turn and two tiny mouth-corner transitions, all detached. They occupy under 12% of the canvas. Never paint a skin-colored face-shaped field, head oval, cheek mass, hair or jaw.
Apply only this correction; preserve the fixed subject, carrier and level contract.

Measured correction vector

LevelCohortRecognitionCompletion needCompletion specificityLiteral closureProjection windowDesigned absence
L3correction 14.000.500.503.000.053.00
L3correction 23.500.500.502.000.093.50
L4anchor3.500.000.002.500.000.00
L4correction 13.001.001.501.500.073.00
L4correction 22.000.000.501.000.004.00

Acceptance criteria

  • negative gradient: pass
  • endpoint contrast: pass
  • monotonicity: pass
  • completion rises: pass
  • middle projection window: fail
  • threshold not pure noise: pass
  • both models same direction: pass

Bridge corrections

Cycle 1 · L1

L2 remained too literally closed, compressing the L0-L2 interval.

Change: Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line.

Falsifier: L1 is no more recognizable than L2 or remains as literally closed as L0.

Cycle 1 · L3

Anchor reduction did not create a specific missing relation for the observer to supply.

Change: Break the cheek-to-mouth transition with a narrow value uncertainty while keeping mouth corners relationally aligned to nose and chin. Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line.

Falsifier: Completion specificity does not rise, or noise rises above 2 while target recognizability falls below 1.

Cycle 1 · L4

Original L4 remained recognizability 3.50/4 with literal closure 2.50/4; reduction was rendered as a simplified complete subject.

Change: Merge the far cheek, jaw and head perimeter into the ground; do not draw lips as a closed line. Preserve one eye interval, the nose value turn and two low-contrast mouth-corner transitions. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.

Falsifier: Revised L4 still shows a complete target or recognizability does not fall by at least one point from L0.

Cycle 2 · L3

First L3 completion necessity was 0.50/4 and specificity 0.50/4.

Change: Place an opaque dark diagonal scumble across the cheek-to-mouth relation. One eye and nose bridge remain above it; two uncertain mouth-corner and chin fragments reappear below with compatible orientation and T-junctions. No skin-colored head oval may continue through the scumble.

Falsifier: The target is simply painted over, the fragments do not align, or completion necessity remains below 2.

Cycle 2 · L4

First revised L4 recognizability was 3.00/4 versus endpoint target <=2.5; contrast was 1.00.

Change: On a neutral dark ground use only one eye interval, one nose-value turn and two tiny mouth-corner transitions, all detached. They occupy under 12% of the canvas. Never paint a skin-colored face-shaped field, head oval, cheek mass, hair or jaw.

Falsifier: A complete target-sized mass reappears or both target recognition and completion specificity collapse to zero.

RG-DOUBLE · semantic_identity.cross_scale

Composite double image

A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

usable gradientbest projection window: L2 · 0.44
Recognition
Completion
Spearman-0.89L0-L43.00Violations0Failuresnone:9, target_lost:1
RG-B034
L0 · explicitgpt-image-2
R 4/4C 1/4PW 0.00

A reclining human figure lies across a rocky seaside cliff, overlooking the ocean.

Prompt and audits

Target evidence: A full reclining human body is clearly organized left-to-right along the shoreline, with head, torso, bent legs, and coast following the body contour.

Missing relation: The viewer must map the coastline, rocks, boats, and surf onto body parts and the figure into the landscape.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render a literal reclining person on a detailed coast; body and coast are separate and immediately readable.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B022
L0 · explicitgpt-image-1
R 4/4C 1/4PW 0.06

A rocky seascape with two small boats and a large human figure or face-like form emerging from the left side of the rocks.

Prompt and audits

Target evidence: A human head, torso, and bent leg are visibly organized across the coastal rocks, reading as a reclining figure from left to right.

Missing relation: The viewer must fuse the figure and shoreline into one body-landscape organization; the physical relation is suggestive rather than explicitly constructed.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 0 — EXPLICIT
Target 90-100% of diagnostic information and 85-100% contour continuity. Resolve the subject completely with continuous object boundaries, coherent volume, material detail, and one unambiguous spatial reading. Every diagnostic relation is visibly closed.
Archetype operation: Render a literal reclining person on a detailed coast; body and coast are separate and immediately readable.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not leave identity-bearing gaps or competing readings.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B066
L1 · painterlygpt-image-2
R 4/4C 1/4PW 0.27

A reclining human figure integrated into a rocky seascape, with boats on the water nearby.

Prompt and audits

Target evidence: A large reclining male figure is legible in profile, stretched left-to-right with head at left, torso through center, and bent legs to the right.

Missing relation: The coast must be read as the body’s material substrate, with rocks, surf, and boats reorganized into anatomical features at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Keep secondary detail below L0 and above L2.
Apply only this correction; preserve the fixed subject, carrier and level contract.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B054
L1 · painterlygpt-image-1
R 4/4C 1/4PW 0.11

Coastal seascape with large rocky cliffs and two small boats on the water.

Prompt and audits

Target evidence: Left-facing head at upper left, torso across center, and bent legs to the right form a clear reclining human silhouette spanning the coastline.

Missing relation: Treat the rocky shore, surf, and boats as body contours and scale cues that convert the coastal scene into a reclining figure at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 1 — PAINTERLY
Target 70-85% of diagnostic information and 65-80% contour continuity. Keep recognition immediate while translating local detail into economical paint handling. Lose small surface facts first; keep the large shape and most diagnostic junctions complete.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not polish every edge or texture, but do not require guessing the subject.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Keep secondary detail below L0 and above L2.
Apply only this correction; preserve the fixed subject, carrier and level contract.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B021
L2 · reducedgpt-image-2
R 4/4C 1/4PW 0.32

A reclining human figure on rocky seaside cliffs, seen in profile and extending across the foreground.

Prompt and audits

Target evidence: Head-like profile at upper left, torso-like horizontal mass across the middle, and bent leg-like forms at right create a clear reclining body silhouette along the shoreline.

Missing relation: The viewer must supply the shift that the coastal rocks and surf are also read as anatomy of a reclining person.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Make coast and body equally plausible from the same masses, with no overlay or duplicate outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

SAFETY CLARIFICATION
Any represented person is an adult, fully clothed in a loose non-revealing garment, nonsexual, and posed as a neutral landscape-scale form. No nudity, erotic emphasis or intimate context. This clarification changes no composition, cue, abstraction level or recognition mechanism.
RG-B009
L2 · reducedgpt-image-1
R 4/4C 3/4PW 0.56

A reclining human figure viewed in profile, stretched across or into a seascape.

Prompt and audits

Target evidence: The landforms and shoreline clearly trace a human-like profile and reclining torso/legs from left to right, with the sea reading as the surrounding coast.

Missing relation: The viewer must map rocks, surf, and shoreline contours onto head, torso, bent knees, and limbs at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 2 — REDUCED
Target 45-60% of diagnostic information and 40-55% contour continuity. Carry identity through the global configuration and four selected diagnostic relations. Merge or lose non-diagnostic passages; let paint remain visibly paint while the subject still organizes at first attention.
Archetype operation: Make coast and body equally plausible from the same masses, with no overlay or duplicate outline.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval
- surf edge doubles as one limb or flank boundary

DESIGNED ABSENCE
Do not draw a complete outer contour or fully resolve every local object.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.
RG-B094
L3 · completiongpt-image-2
R 3/4C 2/4PW 0.26

A rocky seascape with waves crashing around large boulders and two small boats in the foreground. The left rock formation also suggests a human face in profile.

Prompt and audits

Target evidence: Left-side rock reads as a human head in profile, with the horizontal shoreline/wave band suggesting a reclined torso extending across the frame.

Missing relation: A continuous body outline linking the head-like rock, the surf line, and the right-side rock forms into one reclining figure.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use a broad opaque surf band to hide the interval between head-torso rocks and raised-knee rocks. The reclining axis and one flank direction must enter and exit behind the surf with T-junctions; no anatomical outline or body-colored mass crosses the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B090
L3 · completiongpt-image-1
R 4/4C 1/4PW 0.27

A rocky coastline or cove with blue water and several small boats offshore.

Prompt and audits

Target evidence: The large tan rock formations align as a reclining body: head at left, torso through center, bent legs to the right along the shoreline.

Missing relation: A viewer must map coastline forms and surf into a human body silhouette at distance.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

PICTORIAL STATEMENT
A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 3 — COMPLETION
Target 25-40% of diagnostic information and 20-35% contour continuity. Separate identity into two or three cue clusters. Align their endpoints, value direction or shared axis so one specific missing relation must be supplied between them. Preserve no complete literal object.
Archetype operation: Apply the common level contract through this archetype's recognition carrier and the locked bridge correction.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs
- at least one boat occupies a diagnostic body interval

DESIGNED ABSENCE
Leave the identity-bearing middle relation physically unpainted or unresolved.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use a broad opaque surf band to hide the interval between head-torso rocks and raised-knee rocks. The reclining axis and one flank direction must enter and exit behind the surf with T-junctions; no anatomical outline or body-colored mass crosses the band.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B085
L4 · thresholdgpt-image-2
R 1/4C 1/4PW 0.00

A coastal seascape with rocky outcrops and surf, with a small boat near the center.

Prompt and audits

Target evidence: The long horizontal sweep of shoreline and surf can be organized as an elongated body lying left-to-right, with the central boat/rock cluster acting as a torso-like interruption.

Missing relation: The viewer must supply a scale-shift and body mapping from rocks, boats, and surf to a reclining human form.

Failure mode: none

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only the long body axis, head rock, knee rocks and one boat interval; the figure appears only after regrouping.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use only a head rock, two separated knee rocks, one boat interval and two surf strokes along a broken reclining axis. No body-colored region, anatomical contour, torso or continuous landform joins these parts.
Apply only this correction; preserve the fixed subject, carrier and level contract.
RG-B093
L4 · thresholdgpt-image-1
R 1/4C 0/4PW 0.00

Rocky seacoast with waves and open water

Prompt and audits

Target evidence: A horizontal coastal composition with large rock masses and surf suggests a possible body-like silhouette only at a very abstract level.

Missing relation: The observer would have to supply an entire human body, pose, and limb/head structure not visibly present.

Failure mode: target_lost

OUTPUT CONTRACT
Create one square, edge-to-edge painting on stretched linen. Show the painting itself, not a framed artwork, studio view, diagram, study sheet, sequence, diptych, labels or text. Preserve convincing pigment, ground and brush behavior rather than a digital blur or filter.

LATENT RELATIONAL SOURCE — DO NOT DEPICT AS A COMPLETE SUBJECT
This source exists only to place the diagnostic fragments. The painting must first be a nonobjective field; no continuous filled mass, complete silhouette or closed scene may reproduce the source. A reclining human figure extends left-to-right along a coast, head at the left and bent knees at the right. At local scale the same masses are coastal rocks, two small boats and curling surf.

RECOGNITION CARRIER
Every major mass must perform two jobs at different scales. Rocks carry torso and knees, one boat carries an eye or hand interval, and surf carries a limb edge. Do not paste a translucent person over a landscape.

FIXED MEDIUM AND REGISTER
Oil impasto, translucent sea glaze and knife-scraped rock passages on linen; mineral blue, limestone, algae green and rust. Keep the composition sober, materially specific and suitable for sustained looking.

LEVEL 4 — THRESHOLD
Target 10-20% of diagnostic information and 5-20% contour continuity. Use only one or two sparse diagnostic cue clusters and broad field relations. Interrupt every route to a complete outline. Keep enough alignment for delayed recognition, plus one weak competing organization.
Archetype operation: Retain only the long body axis, head rock, knee rocks and one boat interval; the figure appears only after regrouping.

DIAGNOSTIC RELATIONS TO PRESERVE
- one continuous reclining body axis from left head mass to right knees
- rocks remain individually credible while carrying torso and bent legs

DESIGNED ABSENCE
No complete object, face, figure, bridge, animal or scenic horizon may be painted literally.

FAILURE EXCLUSIONS
Do not use a generic dreamscape, double exposure, transparent overlay, face hidden by fog, motion blur, pixelation, glitch, mosaic filter, random splatter, centered branching crack, explanatory symbols or written words. Any human body is an adult, fully clothed and nonsexual. At reduced levels, remove information through designed gaps, shared boundaries, merged values and withheld junctions, not by making the whole canvas uniformly blurry. Do not introduce extra subjects.

BRIDGE CORRECTION LOCKED AFTER ANCHOR REVIEW
Use only a head rock, two separated knee rocks, one boat interval and two surf strokes along a broken reclining axis. No body-colored region, anatomical contour, torso or continuous landform joins these parts.
Apply only this correction; preserve the fixed subject, carrier and level contract.

Measured correction vector

LevelCohortRecognitionCompletion needCompletion specificityLiteral closureProjection windowDesigned absence
L3correction 12.001.001.501.000.103.00
L3correction 23.501.502.501.000.263.00
L4anchor3.001.001.502.500.074.00
L4correction 12.002.001.002.500.081.50
L4correction 21.000.500.504.000.000.00

Acceptance criteria

  • negative gradient: pass
  • endpoint contrast: pass
  • monotonicity: pass
  • completion rises: pass
  • middle projection window: pass
  • threshold not pure noise: pass
  • both models same direction: pass

Bridge corrections

Cycle 1 · L1

L2 is usable; L1 needs a controlled interpolation rather than a new mechanism.

Change: Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Keep secondary detail below L0 and above L2.

Falsifier: L1 is no more recognizable than L2 or remains as literally closed as L0.

Cycle 1 · L3

L2-L4 already brackets recognition; L3 must isolate the specific completion relation.

Change: Separate torso-rock and knee-rock clusters with surf, but continue one body axis and one limb/flank edge through the wave gap.

Falsifier: Completion specificity does not rise, or noise rises above 2 while target recognizability falls below 1.

Cycle 1 · L4

Original L4 remained recognizability 3.00/4 with literal closure 2.50/4; reduction was rendered as a simplified complete subject.

Change: Remove any duplicate body outline, translucent person or anatomically complete limb. Preserve the long reclining axis, head rock, raised knee rocks and one boat at a diagnostic body interval. Place the surviving cues as separated marks with open canvas between them. The target must not exist as one continuous filled mass or closed silhouette.

Falsifier: Revised L4 still shows a complete target or recognizability does not fall by at least one point from L0.

Cycle 2 · L3

First L3 completion necessity was 1.00/4 and specificity 1.50/4.

Change: Use a broad opaque surf band to hide the interval between head-torso rocks and raised-knee rocks. The reclining axis and one flank direction must enter and exit behind the surf with T-junctions; no anatomical outline or body-colored mass crosses the band.

Falsifier: The target is simply painted over, the fragments do not align, or completion necessity remains below 2.

Cycle 2 · L4

First revised L4 recognizability was 2.00/4 versus endpoint target <=2.5; contrast was 2.00.

Change: Use only a head rock, two separated knee rocks, one boat interval and two surf strokes along a broken reclining axis. No body-colored region, anatomical contour, torso or continuous landform joins these parts.

Falsifier: A complete target-sized mass reappears or both target recognition and completion specificity collapse to zero.

Synthesis

What the experiment established

Overall criterion

The strict experiment criterion did not pass: 1 of 6 archetypes produced usable gradients. The report identifies which prompt mechanisms remain controllable and which need another correction cycle.

Endpoint control

4/6 archetypes reduced recognition by at least 1.5 points with both models moving in the intended direction. A middle projection-window signal appeared in 2/6; only the double image satisfied every strict criterion.

Physical gap is not enough

The corrected L3 prompts often produced a visible occluder, yet surplus diagnostic cues kept the object immediately legible. Designed absence and productive semantic openness are separate variables.

Model 2 at L3

Completion need 1.33/4; specificity 2.50/4; literal closure 2.50/4.

Model 1 at L3

Completion need 0.67/4; specificity 1.50/4; literal closure 3.00/4. Image 1 more often normalized the missing relation back into a complete object.

Canonical means

Image 2: recognition 3.63, completion 0.70, window 0.07. Image 1: recognition 3.63, completion 0.83, window 0.08.

Failure distribution

none: 58, unguided_noise: 1, target_lost: 1

Transfer state

No production transfer. The useful unit is an archetype-specific physical operator plus its measured response curve, never a universal adjective such as abstract, suggestive or incomplete.

Next falsifiable step

For contour, face, tone and scene carriers, reduce cue redundancy at L3 while preserving one relational bridge; replicate the double-image operator and the best Image 2 occlusion cells with human timed readings before adoption.

Theory and historical mechanisms

Sources used to design the taxonomy