auto-decorrelation SKILL.md skillA
auto-decorrelation from chrono-meta/forge-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add chrono-meta/forge-harness/auto-decorrelation@git:20261031.7743dc9Pins git:20261031.7743dc9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- chrono-meta/forge-harness
- Path
plugins/fh-meta/skills/auto-decorrelation/SKILL.md- Versions recorded
- 7
- Latest version
- git:20261031.7743dc9, committed Oct 31, 2026
- First version recorded
- Aug 18, 2026
- Size
- 36,769 bytes
- Repository stars
- 30
- License
- MIT
Recruits cross-family verifier sidecars (codex, agy, local 4090 over Tailscale) for adversarial verification of load-bearing changes, maximizing model-family diversity against the orchestrator. Mechanically discovers the available sidecar panel, recruits at least one cross-family verifier when present, and degrades gracefully when none are. The governor (Claude) keeps the terminal verdict; sidecar findings must be source-grounded before acceptance. Opt-in via one-time consent, stored in the…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# auto-decorrelation — Cross-Family Verifier Recruitment The lever for catching a model's blind spots is **decorrelation, not repetition** — a model cannot find its own family's flaws by repeating itself. FH's adversarial verification (Axis-2 challenger) dispatches in-session at the session tier, **same family** as the governor. When frontier CLIs are installed and a local GPU box is live, leaving them idle wastes the one thing that actually raises the verification ceiling. This skill recruits a **cross-family** verifier for load-bearing changes — and degrades honestly when none is available. It is a thin recruitment-and-degrade **policy** that REUSES existing machinery: `agent-composer` does the actual dispatch, `cross-ecosystem-synergy-detection` inventories tools, `token-budget-gate` gates spend, the headless CLI patterns and the floor-tier canary already exist. Net-new = the discovery + the family-diversity recruitment + the degrade ladder only. (A **composing policy skill** — it fans out to several callees, so its token floor is higher than a leaf skill by design; this is composition, not …
Read the whole file at its exact version.
How to install
mdr add chrono-meta/forge-harness/auto-decorrelation@sha256:36528dc55637a297The line at the top of this page pins the label git:20261031.7743dc9, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_wbjs2uxtipr73kfx)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Aug 18, 2026 and Oct 31, 2026, about one every 12 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261031.7743dc9 latest | 2026-10-31 | 7743dc9 | 36,769 B | A | view · diff |
| git:20261019.4a28f81 | 2026-10-19 | 4a28f81 | 45,105 B | A | view · diff |
| git:20260912.322073c | 2026-09-12 | 322073c | 43,627 B | A | view · diff |
| git:20260905.72a2d61 | 2026-09-05 | 72a2d61 | 40,840 B | A | view · diff |
| git:20260905.b863974 | 2026-09-05 | b863974 | 40,350 B | A | view · diff |
| git:20260819.179052b | 2026-08-19 | 179052b | 33,564 B | A | view · diff |
| git:20260818.f5822ee | 2026-08-18 | f5822ee | 29,962 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 (36769 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
chrono-meta/forge-harness · 30 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wbjs2uxtipr73kfx GET https://markdownregistry.com/api/v1/resolve?ref=chrono-meta/forge-harness/auto-decorrelation GET https://markdownregistry.com/api/v1/blob/36528dc55637a2972735f77d6278e508afa0aba4901129d12c1778a9103d918e
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.