Add Krea2 POV routing and eval tooling
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# Krea2 A/B Methodology Memory
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This file is the persistent memory for SxCP Krea2 prompt A/B methodology.
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Update it whenever the testing method improves.
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## Current Method
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Version: `2026-06-30-generated-route-validation-positive-channel-cleanup`
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1. Pull or construct the baseline from an actual SxCP/CodexMCPTest source case.
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2. Keep the sampler seed fixed across the baseline and candidate.
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3. Keep subject, location family, camera family, and target pose fixed unless
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the experiment explicitly tests one of those axes.
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4. Change one prompt variable at a time when possible, usually the visual
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hierarchy for the target contact or pose.
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5. Keep `sxcp_eval_out` positive-only. Do not place negative-conditioning
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phrases in the visible prompt.
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6. Use location-compatible anchors only. For coworking/office scenes, use chair
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edge, desk edge, laptop table, glass partitions, repeated desk rows, plants,
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and window depth instead of bedroom or bedding anchors.
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7. Treat a manual prompt win as proof that Krea2 responds to the wording, not
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proof that the SxCP generator already emits it.
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8. Mirror a prompt win into the generator as a provisional improvement when
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leaving a category if same-seed evidence shows it improves over baseline and
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the wording is generator-safe. Keep the route `candidate` until the broader
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generator-patch evidence matrix proves it.
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9. When a subject-first batch preserves appearance but repeatedly misses the
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atlas body plane, record it as weak-case evidence and consider stronger
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control before adding more generator text.
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10. Score spatial orientation against the atlas before accepting evidence,
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and treat a contradictory room/background read as a rejection even when
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contact or limb placement is clear. Use background cues to decide whether
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the viewer or partner is high, low, standing, seated, supine, or on a
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support before grading pose/contact quality.
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11. For hard text-only pose families, set an exploration budget before calling
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the route weak or deciding it needs stronger control. Eight prompt probes
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are only an early signal. Use batched wording-axis probes and aim for about
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fifty positive-only tries across meaningful axes before concluding that
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prompt text cannot reliably express the pose.
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12. Do not require a perfect atlas hit before carrying progress forward. After
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the exploration budget, a repeatable partial that beats the baseline failure
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mode can become an accepted provisional generator improvement while the
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remaining miss stays documented for later seed/source expansion.
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13. After patching generator wording, render one prompt produced by the actual
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code path before closing the category. Manual prompt-axis wins are not
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enough; the generated route can still drop the key contact hierarchy or add
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limiting positive-channel wording.
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## Promotion Gates
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- One clean fixed-seed A/B can be recorded as evidence for that source case.
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- A prompt-guide rule needs repeated evidence across distinct subjects,
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locations, or seeds, unless the generated prompt is structurally wrong before
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rendering.
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- A catalog variant remains candidate until the rule repeats under controlled
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conditions.
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- A provisional generator patch is allowed when leaving a category if the best
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tested wording improves over baseline on a fixed seed. It should preserve the
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selected subject, outfit, location, and camera semantics, and it must not patch
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in a scene workaround that only solved one render.
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- A proven/default generator patch still needs the broader evidence matrix below,
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unless the generated prompt is structurally wrong before rendering.
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## Generator Mirroring
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After a manual A/B prompt win, do not assume the SxCP generator mirrors the
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wording. Add a failing regression against the final formatter output first, then
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patch the narrow route boundary that owns the wording. The regression should
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assert the accepted hierarchy terms and reject the failure mode that caused the
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bad render, such as scene-incompatible anchors or negative-conditioning text in
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the positive prompt.
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After the route patch, run a generated-route probe through `sxcp_eval_out` with
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the same sampler seed when feasible. Use the actual formatter output, not a
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hand-normalized prompt. If the generated route regresses compared with the
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manual prompt-axis winner, record the failed generated-route image as the
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baseline, tighten the route wording, and validate again before logging the
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candidate as generated-route evidence.
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For location-specific wins, split the implementation:
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- the action or role graph owns the pose/contact hierarchy;
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- the final Krea formatter owns scene-compatible anchor expansion because it can
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see the selected scene, camera, and composition;
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- existing route phrases that downstream tests rely on should be preserved
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inside the stronger wording when they do not conflict with the A/B evidence.
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## MCP Command Memory
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Use the checked helper instead of ad hoc Python snippets for bridge calls. The
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approved command prefix is:
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```bash
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/media/p5/miniforge3/bin/python tools/sxcp_mcp_client.py
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```
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Common calls:
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```bash
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/media/p5/miniforge3/bin/python tools/sxcp_mcp_client.py list-tools
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/media/p5/miniforge3/bin/python tools/sxcp_mcp_client.py call-tool comfy_pull --arguments-json '{"channel":"sxcp_eval_in"}'
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/media/p5/miniforge3/bin/python tools/sxcp_mcp_client.py call-tool comfy_push --arguments-json '{"channel":"sxcp_eval_out","seed":5656565656,"text":"PROMPT_ONLY_POSITIVE_CONDITIONING"}'
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```
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For batched prompt-axis search, prepare a JSON batch and use the offline command
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renderer before touching the bridge manually:
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```bash
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python tools/sxcp_prompt_batch.py validate --batch-json /tmp/sxcp-batch.json
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python tools/sxcp_prompt_batch.py print-push-commands --batch-json /tmp/sxcp-batch.json
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python tools/sxcp_prompt_batch.py print-result-template --batch-json /tmp/sxcp-batch.json
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python tools/sxcp_prompt_batch.py run-batch --batch-json /tmp/sxcp-batch.json --result-json /tmp/sxcp-results.json --previous-turn 80 --run
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python tools/sxcp_prompt_batch.py validate-results --batch-json /tmp/sxcp-batch.json --result-json /tmp/sxcp-results.json
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python tools/sxcp_prompt_batch.py print-eval-entry-draft --batch-json /tmp/sxcp-batch.json --result-json /tmp/sxcp-results.json --variant-key pov_example_variant --baseline-image /absolute/baseline.png --candidate-id controlled_subject_first
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```
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Use `run-batch --run` for normal batch execution. It pushes one positive prompt,
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polls `sxcp_eval_in` until the turn advances and an absolute PNG appears with
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the fixed sampler seed, writes the filled result JSON, then sends the next
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prompt. Omit `--run` for a dry-run command preview. Run `validate-results` after
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the batch and before drafting evidence. It checks that every probe returned a
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new ordered turn, an absolute PNG image path, and the same sampler seed as the
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batch. This keeps batched prompt search as image-presence collection first and
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bulk analysis second.
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Before drafting evidence, compare atlas references and generated images for
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spatial orientation, not only limb/contact similarity. First decide the
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atlas's surface and camera-height relationship, then check whether the
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generated background supports the same read. Use the background as a
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camera-height witness: ceiling, upper walls, and high partition lines usually
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support a low viewer looking upward; floor, carpet, table tops, platform edges,
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or furniture behind the body can reveal a higher camera, seated support, or a
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different surface. If the atlas target has the viewer flat on his back or the
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partner mounted over him, do not accept a candidate only because contact is
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clear; the room geometry must also support that flat/low read. Reject the
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candidate before generator mirroring when the background says the bodies are on
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a different surface or at a different height than the atlas.
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`print-eval-entry-draft` rejects `geometry_only` candidates by default. Use
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`--allow-geometry-only` only when the entry is explicitly labeled as
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non-controlled prompt-axis evidence rather than subject/look-controlled A/B
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evidence.
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Keep `sxcp_eval_out` prompt-only and positive-only. Do not use
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`sxcp_eval_negative_out` for Krea2 tuning.
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## Generator-Patch Evidence Matrix
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Do prompt and image exploration before editing production generator wording. A
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normal pose-wording generator patch needs all of this evidence first:
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- at least three distinct source cases with different visible subjects;
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- at least two sampler seeds, unless the source prompt is structurally wrong
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before rendering;
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- location-family coverage when the proposed wording changes scene anchors;
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- one baseline and one candidate per source case, with subject, location family,
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camera family, and sampler seed fixed inside each pair;
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- positive-only candidate prompts, with no negative-conditioning phrases in the
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positive prompt.
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A generated-route probe that works before the full matrix is useful evidence.
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If it is the best tested improvement when leaving the category, it can become a
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`provisional_generator_patch` with final prompt regression coverage. It should
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not become a proven `generator_patch` decision until the matrix repeats and the
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final generated prompt is regression-tested.
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## Hard-Pose Exploration Budget
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Use this budget for atlas poses where early prompt-only results repeatedly miss
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the core spatial read.
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- Define the failure threshold before the run. The default threshold is about
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fifty positive-only prompt tries across distinct wording axes before declaring
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the pose text-insufficient or moving it to a stronger-control bucket.
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- Run the search in batches, usually six to twelve prompts at a time. Send each
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prompt through `sxcp_eval_out`, wait for the image path, then analyze the
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batch together instead of overreacting to one render.
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- Keep a short axis ledger for each batch: intended wording axis, seed, source
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subject, best image, repeated failure mode, and words that literalized or
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harmed the result.
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- Treat a small failed batch as direction, not a conclusion. If a batch shows a
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repeated failure such as head height, camera height, viewer/partner elevation,
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or background-plane mismatch, the next batch should vary that axis directly.
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- Stop early only for a strong positive result that is worth repeating on a
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second source or seed, or for a hard technical blocker. A weak but improving
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result should feed the next wording batch rather than ending the category.
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- If the threshold run finds a repeatable partial that is materially better
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than baseline, accept the partial target explicitly and mirror only that
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generator-safe improvement. Keep the route candidate and mark the evidence as
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needing expansion when the full atlas target is still unsolved.
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## Current Fingering Test Pattern
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The prior bedding-based fingering prompt is invalid as a general rule because
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it solved a lower-foreground artifact by adding bedroom context to an office
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scene. The corrected test pattern keeps the coworking location intact:
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- baseline: generic POV fingering/manual-contact wording from the same source
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case;
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- candidate: foreground hand first, open-thigh geometry second, visible woman
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face/torso third, office chair and coworking depth fourth;
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- anchors: black office chair seat/arms, desk edge, laptop table corners, glass
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partitions, repeated desk rows, plants, tall-window depth;
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- rejection trigger: any result that fixes contact by changing the scene family
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instead of improving the pose hierarchy.
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## Improvement Log
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- `2026-06-30`: Added side-camera/result-label separation after ballsucking
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seed `5757575757` produced attractive low side-camera oral views while still
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collapsing the requested contact object onto the shaft/glans. Future scoring
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should record that as side-view oral evidence and keep target-contact evidence
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separate.
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- `2026-06-30`: Added generated-route validation discipline after footjob turn
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`183` kept large foreground soles but hid the shaft/contact that manual probes
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had preserved. Future provisional generator patches should render the exact
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final Krea prompt once after the code change; if shared route wording adds
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limiting positive-channel language, clean it before sending the validation
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prompt.
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- `2026-06-30`: Added a hard-pose exploration budget after ballsucking wording
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tests produced only eight early probes before the first weak-case note. Future
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hard text-only poses should use batched wording-axis search and aim for about
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fifty positive-only tries before concluding the pose needs stronger control.
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- `2026-06-30`: Added partial-acceptance discipline after ballsucking produced
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repeatable tongue/lips-on-testicles results that beat the shaft/glans
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baseline but did not fully solve mouth-wrapped contact. Future hard-pose exits
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should preserve repeatable progress as a provisional generator patch while
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keeping the remaining miss in the expansion queue.
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- `2026-06-30`: Added ballsucking target-object refinement after sampler seed
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`9797979797` repeated the `scrotal skin is the nearest mouth surface` branch
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on turns `288` and `293`. Score target-object ownership separately from the
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side-low camera family: a route can preserve face/thigh geometry while still
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drifting to shaft/base contact. Avoid promoting balls-first center-object
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wording when it creates multi-subject or body-layout artifacts.
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- `2026-06-30`: Added ballsucking generated-route validation after sampler seed
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`9898989898` repeated the patched scrotal-skin route on turns `296` and
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`297`. Validation can accept a provisional target-object improvement while
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still keeping the pose queued when the remaining miss is full mouth-wrapped
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testicle contact.
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- `2026-06-30`: Added ballsucking fresh weak-case evidence after sampler seed
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`5959595959` tested lip-oval, sideways mouth pocket, and chin-pelvis upward
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seal wording across three women. The batch preserved low-pelvis/cheek-thigh
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geometry in places, but every branch returned to shaft/glans collapse or
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generic oral contact. Do not retry those axes as generator defaults; the next
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search should change the target-object control strategy rather than adding
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more mouth-shape synonyms.
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- `2026-06-30`: Added ballsucking occlusion weak-case evidence after sampler
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seed `6060606060` tested foreground occlusion, under-scrotum tongue shelf,
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and hand-guided scrotum wording across three women. The generated route
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remained the best partial while those axes became shaft-centered or
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hand/shaft-dominant. Do not retry occlusion or hand-support synonyms as
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generator defaults; the next useful move is a different target-object strategy
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or stronger control.
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- `2026-06-30`: Added ballsucking mouth-axis mixed-case evidence after sampler
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seed `6161616161` tested exact mouth-sucking, single-testicle, hanging balls
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below shaft, side-mouth wrap, and chin-pelvis lower-mouth wording across
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three women. The generated-route controls stayed the best repeated partials
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on two subjects, side-mouth and chin-pelvis variants produced isolated useful
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partials, and the rest drifted back to shaft/glans contact. Record isolated
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partials as axis hints, but do not patch generator wording unless a branch
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repeats across subjects or beats the generated-route controls.
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- `2026-06-30`: Added ballsucking pelvis-valley weak-case evidence after
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sampler seed `7171717171` tested flat pelvis-valley, thigh tunnel,
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pubic-hair mouth-line, low-cushion chin-anchor, and pelvis-edge target-first
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wording across three women. The flat pelvis-valley branch repeated a strong
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body-plane correction on three subjects, matching the atlas viewer-flat
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thigh-wall read better, but it stayed shaft-centered. Score body-plane
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orientation and target-object contact separately; do not patch a route when
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it improves orientation while regressing the target.
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- `2026-06-30`: Stopped the ballsucking text-only loop after sampler seed
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`7272727272` combined `flat-valley scrotal-skin` target wording with the
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prior side-low route across three women. The hybrid repeated the body-plane
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hint on turns `368`, `374`, and `380`, but the target stayed shaft-centered,
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while side-low flat-valley variants only gave look hints. Preserve the
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current side-low scrotal-skin partial, do not patch the hybrid axes, and move
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future full-target work toward stronger pose/control evidence rather than
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more positive-prompt synonyms.
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- `2026-06-30`: Promoted blowjob side-profile POV after sampler seed
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`5858585858` produced a three-woman generated-route repeat on turns `298`,
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`301`, and `304`. When the current generated route repeats across multiple
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subjects on a fresh seed and alternate branches do not beat it cleanly, mark
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the route proven instead of continuing to queue it. Keep attractive
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side-camera-style self-body crop results as a separate look branch when they
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risk drifting toward external side framing.
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- `2026-06-29`: Added the multisource/generator-safe method after an overfit
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single-character coworking test produced a visually usable but invalid
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bedding foreground. Future A/B runs must test at least two source cases before
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promoting wording that is meant to become a durable guide or generator rule.
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- `2026-06-29`: Added generator mirroring discipline after the accepted
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fingering wording proved Krea2 behavior but not generator output. Future
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mirroring changes need a red-green regression at final Krea formatter output,
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not just a guide entry.
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- `2026-06-29`: Tightened generator-patch promotion after the fingering
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generated-route probe looked good but had too little image coverage. Future
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pose-wording generator edits need a broader seed, subject, and location matrix
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before production route code changes.
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- `2026-06-29`: Added semantic-axis discipline after source 52 fingering tests.
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If a candidate succeeds by changing ownership, viewpoint, location family, or
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role semantics, record it as a weak-case or prompt note unless that semantic
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change is the intended generator behavior. Do not count it as direct evidence
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for the original route even when the image is visually cleaner.
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- `2026-06-29`: Added provisional generator-patch discipline after the user
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clarified that leaving a category should still carry forward same-seed progress
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over baseline. Future category exits should patch the generator with the best
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generator-safe improvement, record it as `provisional_generator_patch`, and
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keep the catalog route as `candidate` until repeated evidence proves it.
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- `2026-06-29`: Applied the category-exit rule to spread/open-thigh presentation
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after two source subjects improved on the same sampler seed. For setup poses
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that are not structurally broken before rendering, prefer at least two source
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subjects before mirroring a provisional generator patch, and keep the
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observation explicit about remaining weak points such as insufficient V-frame
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width or outfit closure.
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- `2026-06-29`: Applied the same category-exit rule to blowjob top-view after
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two source subjects improved on sampler seed `4242424242`. When the baseline is already usable,
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record the improvement narrowly: name the axis that got better, keep the route
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candidate, and avoid overstating the finding as proven until another seed
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repeats it.
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- `2026-06-29`: Corrected blowjob top-view criteria after atlas review and a
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same-seed source-`46` probe showed that vertical shaft alignment alone can
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still render as frontal/eye-height oral. Future top-view evidence must show
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steep overhead camera geometry: viewer abdomen at the lower edge, camera
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looking down from above the viewer chest/abdomen, and the woman's hair crown,
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shoulders, and hands visible from above.
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- `2026-06-29`: Refined blowjob top-view prompt-axis search after the user
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rejected horizontally biased probes. Run several prompt-only probes before
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editing the generator, wait for `sxcp_eval_in` to advance to the new turn, and
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compare each image against the atlas verticality criteria. The useful axis is
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`nadir-angle` or `bird's-eye` plus standing male POV, nearby floor plane
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dominating the image, one woman directly below between the viewer's feet, and
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top-down office anchors. Avoid `plumb-line` and `map` in generator prompts
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because Krea2 can literalize them as drawn graphics.
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- `2026-06-29`: For quick wording-axis search, prefer a batched prompt-probe
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loop before analysis-heavy iteration. Prepare several positive-only alternate
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prompts that isolate likely wording axes, send them one at a time through
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`sxcp_eval_out` with the same sampler seed, pull only until each new
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`sxcp_eval_in` turn and image path exists, then inspect the returned images as
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a batch. Use the bulk comparison to pick the best axis, identify literalized
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or harmful words, and only then update the generator, guide, catalog, or eval
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log.
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- `2026-06-29`: Preserve prompt-order controls when testing anything beyond
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rough pose-axis discovery. Prompts that start with pose geometry and omit or
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move the subject/look block can reduce female-look adherence, so treat those
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runs as geometry-only probes. Durable A/B prompts should keep the original
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subject/look description first, then the pose hierarchy, then location and
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style/background anchors, unless the test is explicitly about prompt-order
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sensitivity.
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- `2026-06-29`: Added result-validation discipline to the batched prompt helper.
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After sending a batch, fill the result template from `sxcp_eval_in`, run
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`validate-results`, and only then draft evidence. The validation step proves
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each probe returned an ordered turn, an absolute PNG artifact, and the fixed
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sampler seed before bulk analysis or log-entry drafting.
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- `2026-06-29`: Added `run-batch` automation to the batched prompt helper. It
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removes manual push/pull copy-paste from normal A/B runs while keeping the same
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gates: positive-only prompts, fixed sampler seed, turn advancement, absolute
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PNG image path, and `validate-results` before evidence drafting.
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- `2026-06-29`: Split missionary subcases after turns `77`-`84`. Turns `76` and
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`80` are valid angled/cushion missionary results, not failures. The flatter
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atlas examples need a different positive axis: woman flat across an elevated
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table/platform, viewer standing or braced at the foot edge, and viewer feet,
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shins, or side-dropping legs placed below the support edge. Patch this only
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into the raised-edge/edge-supported route; keep generic missionary available
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for angled valid views.
|
||||
- `2026-06-29`: Folded-missionary tuning on seed `8989898989` used two
|
||||
subject-first batches before code changes. Turns `85`-`88` showed that
|
||||
compact knee-block and vertical-thigh-column wording can produce the folded
|
||||
high-leg geometry, but the shaft/contact disappears when knees and feet lead
|
||||
the hierarchy. Turns `89`-`92` then tested contact-first variants; turn `89`
|
||||
was accepted because it placed the viewer lower abdomen and large centered
|
||||
shaft/contact before the compact folded-knee block. This confirms the
|
||||
method: use the first batch to identify the failed axis, run a targeted
|
||||
second batch, then mirror only the accepted generator-safe hierarchy as a
|
||||
provisional patch.
|
||||
- `2026-06-29`: Frontal cowgirl on seed `8989898989` used a baseline-plus-
|
||||
variants batch instead of comparing against a previous category. Turn `93`
|
||||
was a valid generic cowgirl baseline, so turn `95`'s wide horizontal thigh
|
||||
bridge improvement became a prompt-guide rule rather than a generator patch.
|
||||
When the baseline already hits the pose, record the useful atlas refinement
|
||||
and leave the generator unchanged unless repeated evidence shows a systemic
|
||||
weakness.
|
||||
- `2026-06-29`: Cowgirl-alt on seed `8989898989` exposed a spatial-orientation
|
||||
blind spot. Turns `97`-`100` had readable contact and squat-like knees, but
|
||||
the background still read as a platform/high-camera setup. After rechecking
|
||||
the atlas, turns `101`-`104` tested flat-supine viewer wording with ceiling
|
||||
and upper-room cues; turn `104` was accepted. Future pose analysis must
|
||||
compare atlas and generated room geometry before accepting an image.
|
||||
- `2026-06-29`: Reverse cowgirl on seed `8989898989` showed that a correct
|
||||
semantic label such as `facing away` can be ignored when the visual hierarchy
|
||||
still resembles frontal cowgirl. Future back-facing straddle tests should
|
||||
score facing direction before contact quality and should name the back, hips,
|
||||
and ass as the nearest largest shapes before viewer-leg and contact details.
|
||||
Treat over-shoulder glances as secondary refinements only after the
|
||||
back-facing straddle is already locked.
|
||||
- `2026-06-29`: Reverse-cowgirl-alt on seed `8989898989` confirmed that atlas
|
||||
sibling folders can need separate generator routes even when the baseline is
|
||||
already valid. Normal reverse cowgirl is close back/hip dominant; reverse-alt
|
||||
is upright seated with vertical back/shoulders and viewer hands or thighs
|
||||
forming the lower frame. Keep those prompt hierarchies separate instead of
|
||||
merging all back-facing woman-on-top evidence into one route.
|
||||
- `2026-06-29`: Added non-target-viewpoint discipline after blowjob side-profile
|
||||
oral produced an attractive side-camera result on seed `5656565656`. If a
|
||||
render is visually useful but reads as a different camera family, record it as
|
||||
a weak case for a future route and do not mirror it into the current POV
|
||||
generator path.
|
||||
- `2026-06-29`: Added MCP command memory after repeated context loss around the
|
||||
bridge workflow. Future A/B calls should use the checked helper command
|
||||
`/media/p5/miniforge3/bin/python tools/sxcp_mcp_client.py ...`, with
|
||||
`comfy_push` to `sxcp_eval_out` for prompt-only positive conditioning and
|
||||
`comfy_pull` from `sxcp_eval_in` for returned prompt/image/seed payloads.
|
||||
- `2026-06-29`: Added side-profile oral ownership discipline after source `46`
|
||||
improved with explicit adult-male foreground ownership while source `47`
|
||||
rejected a related `body-axis` cue by transferring the body surface to the
|
||||
woman. Future side-profile tests should name the foreground owner repeatedly
|
||||
and verify that the woman's body stays lateral before considering any
|
||||
generator mirroring.
|
||||
- `2026-06-30`: Promoted the side-profile oral lateral-edge body-line axis
|
||||
after sampler seed `9753197531` repeated it across two visible women. Pure
|
||||
male-body-axis wording can expose the male as a photographed subject or let
|
||||
Krea2 transfer the central body surface away from the intended first-person
|
||||
view. Future generator patches should combine adult-male foreground ownership
|
||||
with explicit lateral entry from the left edge, mouth at the male abdomen
|
||||
line, and hand under the lips; keep the route provisional until another
|
||||
seed/source expansion repeats it.
|
||||
- `2026-06-30`: Added side-profile oral generated-route contact validation
|
||||
after turn `206` kept the male body-line geometry but let the mouth float
|
||||
above the shaft while the hand became the contact anchor. Turn `207` improved
|
||||
after adding lips-touching and mouth-to-shaft-contact priority. Future
|
||||
generated-route validation for oral side-profile should score both viewpoint
|
||||
ownership and which body part actually anchors the contact.
|
||||
- `2026-06-30`: Added the side-profile oral lower-right torso anchor after
|
||||
sampler seed `9595959595` repeated it on turns `279` and `283` across two
|
||||
visible women. The useful wording makes the adult male viewer's own torso
|
||||
start at the lower edge and run diagonally into the lower-right foreground,
|
||||
with navel, abdomen hair, pelvis, and near thigh marking the camera owner's
|
||||
body. Prefer this over generic body-axis wording, which can expose the male
|
||||
as a photographed side subject or transfer the axis onto the woman.
|
||||
- `2026-06-30`: Added side-profile oral generated-route validation after
|
||||
sampler seed `9696969696` repeated the patched route on turns `284` and
|
||||
`285`. Count generated-route validation separately from prompt-axis search:
|
||||
it proves the formatter can carry the new wording, while promotion still
|
||||
requires broader source/seed evidence.
|
||||
- `2026-06-30`: Promoted normal frontal cowgirl from guide-only to provisional
|
||||
generator patch after seed `2828282828` repeated the wide-thigh bridge axis
|
||||
across two visible women. When the baseline is already valid, a generator
|
||||
patch is still appropriate if a later seed repeats a narrow atlas refinement
|
||||
that improves geometry without harming subject/look, contact, or setting.
|
||||
Generated-route turn `216` validated the patched formatter route with viewer
|
||||
hands on outer thighs, wide foreground thigh bridge, upright torso, centered
|
||||
contact, and coworking depth. Keep the route candidate until another
|
||||
source/seed repeats the refinement.
|
||||
- `2026-06-29`: Applied the category-exit rule to blowjob laying frontal after
|
||||
source `46` and source `50` improved on sampler seed `6767676767`. When
|
||||
baselines are already strong, preserve the exact improved axis: wide V-frame and low-horizontal torso hierarchy, while noting residual high-hip posture and
|
||||
keeping the generator patch provisional until another seed repeats it.
|
||||
- `2026-06-29`: Applied the category-exit rule to blowjob sitting upright after
|
||||
source `46` and source `50` improved on sampler seed `7878787878`. When a
|
||||
baseline preserves the seated pose but floats the face above the contact
|
||||
point, prefer low-mouth seated hierarchy over generic `mouth aligned` wording:
|
||||
face lowered to the exact center contact point, open mouth covering the
|
||||
centered tip, and hands directly at the base. Record outfit looseness/drift as
|
||||
residual risk and keep the generator patch provisional until another seed
|
||||
repeats it.
|
||||
Reference in New Issue
Block a user