Quality Refinement Autoloop

Quality Refinement Autoloop

Use this when the user says the result is wrong, ugly, not aligned, not textured, not animated, not exportable, or otherwise below expectation. The goal is not to keep tweaking blindly. The goal is to convert failure into a reusable, generic skill improvement before trying again.

Autoloop phases

0. Freeze and preserve

• Stop making product changes immediately.
• Preserve the last accepted baseline and the failed artifact.
• Name the failed branch/version honestly; do not overwrite accepted outputs.

1. Evidence capture

Collect the smallest evidence set that proves the failure:

• user feedback quote or summary;
• source/reference files used;
• current output path/version;
• relevant render/contact sheet/overlay/audit report;
• scene/material/object inventory if the failure is inside Blender.

2. Diagnose failure dimension

Classify the primary gap:

• geometry / silhouette / landmarks;
• multiview/depth consistency;
• UV / atlas / texture fit;
• closed surface coverage (front/back/side);
• look/material/lighting calibration;
• animation/motion/export truth;
• orchestration/handoff between skills;
• missing validator or missing deterministic helper script.

3. Skill-gap decision

Ask: does the current skill stack already contain a generic method for this failure?

• If yes: run the existing skill and repair the artifact.
• If no: add/refine a generic skill first, then repair.
• If repeated failures come from skill interplay, update the harmonizer/handoff rule, not just a leaf skill.

4. Sanitize the lesson

Before writing a skill change:

• remove project/client/asset names;
• remove secrets, raw logs, private paths, personal data, and copyrighted source content;
• keep only reusable method, gates, scripts, and failure patterns;
• describe inputs/outputs generically;
• prefer deterministic scripts for fragile audits.

5. Patch skill stack

Apply the smallest publishable change:

• one concise skill or one concise section in an existing skill;
• optional helper script if the validation is repeatable;
• harmonizer update if ordering/handoff changed;
• manifest entry/version update.

6. Validate skill change

Required checks:

• scripts compile;
• manifest paths exist;
• skill graph audit passes with harmonizer present;
• sanitizer scan passes for project-specific terms;
• if applicable, run the new helper against the failed artifact and save a report.

7. Repair product only after skill gate

Rebuild or repair from the correct baseline using the improved skill. Do not reuse rejected outputs unless explicitly marked as source evidence.

8. Release prep when requested

Only when the user asks to publish/commit/push:

1. fetch latest remote and confirm local branch is up to date;
2. resolve/harmonize conflicts before staging;
3. bump version using semver appropriate to scope;
4. update README / plugin README / CHANGELOG / VERSIONING when relevant;
5. run sanitizer and compile/audit checks;
6. stage, commit, and push using the configured remote.

Hard rules

• Do not bake task-specific examples into public skills.
• Do not call overlay curves/planes “texture coverage” unless the real mesh surface also passes coverage gates.
• Do not tune lighting/materials to hide geometry or UV failures.
• Do not claim export support if the effect exists only in Blender Python or a render sequence.
• Do not push without an explicit user request and an up-to-date remote check.

Recommended artifacts

Save these near the project output when running the loop:

• RALPH_OR_QUALITY_LOOP_REPORT.md
• failure_evidence/ or references to existing renders/reports
• skill_gap_decision.json
• sanitization_report.json
• validation_report.json

Scripts

• scripts/ralph_autoloop_plan.py creates a generic failure-classification and loop plan from feedback/artifact hints.
• scripts/sanitize_skill_contributions.py scans skill files for project-specific or private terms before publication.
• scripts/release_readiness_check.py performs lightweight manifest/docs/version/path checks before commit/push.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: RobLe3
• Source: RobLe3/cc-blender-skill
• License: MIT
• Homepage: https://github.com/RobLe3/cc-blender-skill/blob/main/README.md

Install and usage instructions live in the source repository linked above.