optimize SKILL.md skillA
optimize from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borda/ai-rig/optimize@git:20261023.0d5e714Pins git:20261023.0d5e714 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/codex-rig/skills/optimize/SKILL.md- Versions recorded
- 17
- Latest version
- git:20261023.0d5e714, committed Oct 23, 2026
- First version recorded
- Aug 21, 2026
- Size
- 13,895 bytes
- Repository stars
- 30
- License
- Apache-2.0
Optimize a measurable metric with bounded iterations, resumable numeric campaigns, isolated ablations, and descriptive retrospectives.
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
> Before asking, read [User Questions](../../shared/codex-user-questions.md). Waits, plan updates, and test runs follow [Agent Waits](../../shared/native-skill-contract.md#agent-waits), [Plan Updates](../../shared/native-skill-contract.md#plan-updates), and [Sandboxed Test Runs](../../shared/native-skill-contract.md#sandboxed-test-runs).
# Optimize
> Task-size routing follows [Proportional Execution](../../shared/native-skill-contract.md#proportional-execution); this skill's specialized lifecycle and acceptance checks remain authoritative.
Metric-driven optimization with explicit guards, rollback criteria, experiment log.
## Input Schema
```json
{
"goal": "required measurable improvement objective",
"mode": "single|campaign|resume|ablation|retrospective",
"checkpoint": "optional boolean for a resumable numeric campaign; default false",
"source_run": "required existing managed run directory for resume, ablation, or retrospective",
"variants": "ablation only: bounded named component-removal patches and their rationale",
…Read the whole file at its exact version.
How to install
mdr add borda/ai-rig/optimize@sha256:2018b797a1634b55The line at the top of this page pins the label git:20261023.0d5e714, 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_h4oi5jmuiqk7yjqy)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 17 versions of this file, between Aug 21, 2026 and Oct 23, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261023.0d5e714 latest | 2026-10-23 | 0d5e714 | 13,895 B | A | view · diff |
| git:20261021.7b6ff28 | 2026-10-21 | 7b6ff28 | 13,061 B | A | view · diff |
| git:20261020.9ef5ce5 | 2026-10-20 | 9ef5ce5 | 12,065 B | A | view · diff |
| git:20261009.e7932ee | 2026-10-09 | e7932ee | 8,241 B | A | view · diff |
| git:20261006.f2eab35 | 2026-10-06 | f2eab35 | 8,175 B | A | view · diff |
| git:20261004.8cee1da | 2026-10-04 | 8cee1da | 7,979 B | A | view · diff |
| git:20261002.381549d | 2026-10-02 | 381549d | 7,947 B | A | view · diff |
| git:20260923.39e3a48 | 2026-09-23 | 39e3a48 | 7,685 B | A | view · diff |
| git:20260921.058460e | 2026-09-21 | 058460e | 7,657 B | A | view · diff |
| git:20260918.49b4239 | 2026-09-18 | 49b4239 | 7,673 B | A | view · diff |
| git:20260917.7219ba8 | 2026-09-17 | 7219ba8 | 7,678 B | A | view · diff |
| git:20260910.784dd4c | 2026-09-10 | 784dd4c | 7,583 B | A | view · diff |
| git:20260822.615ca20 | 2026-08-22 | 615ca20 | 7,645 B | A | view · diff |
| git:20260821.359c243 | 2026-08-21 | 359c243 | 7,403 B | A | view · diff |
| git:20260821.df8081d | 2026-08-21 | df8081d | 7,885 B | A | view · diff |
| git:20260821.d979319 | 2026-08-21 | d979319 | 7,197 B | A | view · diff |
| git:20260821.1a05a80 | 2026-08-21 | 1a05a80 | 7,199 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 (13895 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
borda/ai-rig · 30 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_h4oi5jmuiqk7yjqy GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/optimize GET https://markdownregistry.com/api/v1/blob/2018b797a1634b5596d0f498679373ba0169eed1897f14b87fa7f1602679bc97
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.