run SKILL.md skillA

run from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add borda/ai-rig/run@git:20261009.94fe089

Pins git:20261009.94fe089 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
borda/ai-rig
Path
plugins/cc_research/skills/run/SKILL.md
Versions recorded
14
Latest version
git:20261009.94fe089, committed Oct 9, 2026
First version recorded
Aug 8, 2026
Size
49,899 bytes
Repository stars
28
License
Apache-2.0

Sustained metric-improvement loop with atomic commits, auto-rollback, and experiment logging. Iterates with specialist agents, commits atomically, auto-rolls back on regression. Accepts a program.md file path. Supports --resume, --team, --colab, --codex, --researcher, --architect, --journal, --hypothesis.

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

<objective>

Sustained metric-improvement loop — reads `program.md`, iterates specialist ideation agents, commits atomically, auto-rolls back on regression. For long-running automated improvement campaigns.

NOT for: methodology validation before run (use `/research:judge`); hypothesis generation (use `research:scientist` agent); one-off feature work (use `/develop:feature`); no `program.md` yet / starting from a bare goal (use `/research:sweep`).

</objective>

<constants>

Campaign mode only:

```yaml
MAX_ITERATIONS:             50 (hard cap); DEFAULT 20 when max_iterations unset in program.md; program.md may raise up to 50; values above 50 clamped to 50 with a warning
MAX_CODEX_RUNS:             10 (cost ceiling for --codex Phase 2c — disable Codex once exceeded)
STUCK_THRESHOLD:            5 consecutive discards → escalation
GUARD_REWORK_MAX:           2 attempts before revert
VERIFY_TIMEOUT_SEC:         120 (local), 300 (--colab)
COLAB_KNOWN_HW:             H100, L4, T4, A100
SUMMARY_INTERVAL:           10 iterations
DIMINISHING_RETURNS_WINDOW: 5 iterations < 0.5% each → warn user and suggest stopping
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/run@sha256:6fff283acb1c64e6

The line at the top of this page pins the label git:20261009.94fe089, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_75js2hzo4d4e4hfc.svg)](https://markdownregistry.com/a/art_75js2hzo4d4e4hfc)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 14 versions of this file, between Aug 8, 2026 and Oct 9, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261009.94fe089 latest2026-10-09 94fe089 49,899 BA view · diff
git:20261002.e974f382026-10-02 e974f38 52,760 BA view · diff
git:20261002.381549d2026-10-02 381549d 50,810 BA view · diff
git:20260930.470cd2e2026-09-30 470cd2e 50,516 BA view · diff
git:20260923.39e3a482026-09-23 39e3a48 50,514 BA view · diff
git:20260922.5a946b62026-09-22 5a946b6 50,509 BA view · diff
git:20260918.3e1a63d2026-09-18 3e1a63d 49,740 BA view · diff
git:20260911.be7b3082026-09-11 be7b308 50,016 BA view · diff
git:20260911.182df572026-09-11 182df57 50,003 BA view · diff
git:20260904.9c1cbe22026-09-04 9c1cbe2 50,003 BA view · diff
git:20260822.a5f4fd62026-08-22 a5f4fd6 50,002 BA view · diff
git:20260821.d9793192026-08-21 d979319 49,366 BA view · diff
git:20260819.367ab282026-08-19 367ab28 49,353 BA view · diff
git:20260808.c2ee8972026-08-08 c2ee897 49,353 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (49899 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

GitHub

borda/ai-rig · 28 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_75js2hzo4d4e4hfc
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/run
GET https://markdownregistry.com/api/v1/blob/6fff283acb1c64e6f0f79f5c1d2921fd2d191096b99be8c95e1b119117091709

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.

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cancel SKILL.md skill
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review SKILL.md skill
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Every file in borda/ai-rig

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