self-improve SKILL.md skillA
self-improve from this-hw/hiway-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add this-hw/hiway-kit/self-improve@git:20261019.c7710ecPins git:20261019.c7710ec in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- this-hw/hiway-kit
- Path
.claude/skills/self-improve/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261019.c7710ec, committed Oct 19, 2026
- First version recorded
- Sep 28, 2026
- Size
- 8,347 bytes
- Repository stars
- 3
- License
- MIT
Propose improvements to agent/skill/rule definitions from accumulated feedback-ledger defects and eval reports. Proposal-only - applies changes exclusively after evals show no regression AND the user approves. Trigger with /self-improve.
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
# Self-Improve
feedback ledger에 누적된 **반복 결함**을 근원(에이전트·스킬·룰 정의)에 반영하는
재귀 개선 루프 — 단, **제안-전용(proposal-only)**이다. 적용은 게이트를 통과해야만 한다.
> **적용 범위**: 이 킷 레포 전용 프로젝트 스킬이다(`.claude/skills/` — 플러그인에 실리지
> 않는다, v5.0.0). `evals/`·`scripts/`·`plugins/common/` 경로는 전부 레포 루트 기준이다.
<HARD-GATE>
정의 파일(.md) 수정을 **적용된 상태로 남기려면** 다음 전부 충족:
1. **커버리지 판정 선행**: 수정 대상에 대응하는 eval 시나리오(`evals/scenarios/<agent>/`)가
있는가?
- **있음** → 관련 evals(`--agent <name>`)가 baseline 대비 후퇴 없음(진짜 회귀 없음)
- **없음**(스킬·룰·시나리오 없는 에이전트) → **eval 게이트는 미적용이다.**
exit 0을 "게이트 통과"로 계산·보고하는 것은 게이트 착시(false-green)이며 금지.
"EVAL COVERAGE 없음 — 사용자 승인이 유일한 게이트"임을 명시 고지한다.
2. 사용자가 diff를 보고 **명시적으로 승인**
evals 실행 불가(exit 2 SKIPPED)면 제안까지만 — SKIPPED를 통과로 위장 금지.
자동 커밋 금지 — 커밋은 항상 사용자/메인 세션의 별도 결정.
**승인 전의 워킹 트리는 항상 깨끗해야 한다** (아래 4단계: 모든 분기에서 롤백 후
승인 시에만 재적용 — 미승인 diff가 트리에 잔존하면 게이트 실패로 간주하고 중단).
</HARD-GATE>
> 위치 근거: 학습 루프(ledger→LESSONS)는 "같은 실수를 세션이 회피"하게 하지만,
> 결함의 근원이 정의 파일에 있으면 매 세션 회피 비용을 낸다. 이 스킬은 그 근원을
> 고치는 마지막 단계다. 안전망의 실체는 대상별로 다르다 — eval 커버리지가 있는
> 대상(`evals/scenarios/<agent>/` 존재로 판정)은 이중 게이트, 그 외에는
> **사용자 승인 단일 게이트**임을 숨기지 않는다.
## 절차
### 0. 전제
…Read the whole file at its exact version.
How to install
mdr add this-hw/hiway-kit/self-improve@sha256:83e297fe9acc36a6The line at the top of this page pins the label git:20261019.c7710ec, 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_gnwv3xhkurx5rb4u)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 28, 2026 and Oct 19, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261019.c7710ec latest | 2026-10-19 | c7710ec | 8,347 B | A | view · diff |
| git:20260930.a91c20a | 2026-09-30 | a91c20a | 8,320 B | A | view · diff |
| git:20260928.4c05332 | 2026-09-28 | 4c05332 | 8,320 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 (8347 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
this-hw/hiway-kit · 3 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gnwv3xhkurx5rb4u GET https://markdownregistry.com/api/v1/resolve?ref=this-hw/hiway-kit/self-improve GET https://markdownregistry.com/api/v1/blob/83e297fe9acc36a620a480a07e47e0a38632cd66355033d709c9f5ef92698e41
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.
More from this-hw/hiway-kit
Every file in this-hw/hiway-kit