quality-refinement-autoloop skillA
quality-refinement-autoloop is agent-read markdown (skill) from max-786/claude-3d-harness: Run a refinement loop when a Blender result is subpar, user expectations are not met, validation fails, or repeated issues reveal a missing method. The loop freezes the work, captures evidence, diagnoses the failing dimension, decides which existing skill repairs it, records the lesson, and repairs the artifact from the correct baseline..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# Quality Refinement Autoloop > Adapted for claude-3d-harness. The original went on to patch skill files, bump versions and prepare commits. > Those phases were removed: a job never edits the skill library. See `docs/security-review.md`. 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 name the failure, pick the method that addresses it, and only then try 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; …
Read the whole file at its exact version.
How to install
mdr add max-786/claude-3d-harness/quality-refinement-autoloop@git:20260921.8093f5dmdr add max-786/claude-3d-harness/quality-refinement-autoloop@sha256:d0dedd1259d8c4e2Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_ejcziyl5gekzyqvw)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260921.8093f5d latest | 2026-09-21 | 8093f5d | 3,523 B | A | view · diff |
| git:20260921.d4bf893 | 2026-09-21 | d4bf893 | 4,949 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3523 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
max-786/claude-3d-harness · 6 stars · license MIT · pushed 2026-09-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ejcziyl5gekzyqvw GET https://markdownregistry.com/api/v1/resolve?ref=max-786/claude-3d-harness/quality-refinement-autoloop GET https://markdownregistry.com/api/v1/blob/d0dedd1259d8c4e2a073feb854808582900a33ec04637459d4fae85bbca197c2
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