self-evolve SKILL.md skillA
self-evolve from pillumina/ascend-sleuth is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add pillumina/ascend-sleuth/self-evolve@git:20261030.875bdbaPins git:20261030.875bdba in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- pillumina/ascend-sleuth
- Path
skills/self-evolve/SKILL.md- Versions recorded
- 17
- Latest version
- git:20261030.875bdba, committed Oct 30, 2026
- First version recorded
- Sep 4, 2026
- Size
- 14,247 bytes
- Repository stars
- 5
- License
- MIT
自演进深度轮(显式触发)+ 攒批聚合器。用户下内容目标(补 case / reference 沉淀 / 诊断 / 拉取)时,由对应内容 skill 执行,**收尾自动跑 evolve-check**(/skill:evolve-check, 伴随评估:有信号产卡、agent 自验证并判断采纳——用户不需要另说"改进系统")。 本 skill 只管两件事:①用户显式说"跑一轮自演进/看看有什么可改进"时的**全库深度 观测轮**(跨轮聚合信号:归因事件聚合 / 容量 / S2 校准集 / timeline → 产候选卡); ②把 evolve-check 与深度轮产出的卡**攒批聚合为一个 PR** 供人审。演进由数据触发 ——不是用户为"改进"单独立目标,而是系统做事时自动校准;本文自包含执行参数。.
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-Evolve(深度轮 + 攒批聚合) > **本地执行说明**:本 skill 标记 `disable-model-invocation`(防 agent 自发启动批量改库/批量自演进)——skill 工具加载会报 "not available for model invocation",这是预期。用户明确要求时,agent 直接 `read` 本文件手动遵循流程即可;或用户输入 `/skill:self-evolve` 直接触发。**内容流程收尾的伴随评估不经过本文件**——那是 `/skill:evolve-check`(轻量收尾协议,无 disable)。 > **定位修正**:演进不是"另一类用户目标",而是任何流程执行中自动校准的维度(像人学习)。本文件不再把"流程/skill 改进"列为用户可选目标态——改进由 **evolve-check 伴随产出**(内容流程收尾)+ **本 skill 深度轮**(用户显式要求全库体检时)承载。 ## 触发 1. **深度轮(显式)**:用户说"跑一轮自演进""看看有什么可改进""持续改进 X 的命中率"——全库观测找演进点(不是执行内容任务); 2. **攒批聚合**:evolve-check / 深度轮产出攒够批边界(轮末 / 10 卡 / 任务目标完成)→ 聚合 PR 交人审; 3. **resume**:被打断的深度轮(session state 续跑)。 用户下**内容目标**("沉淀 vllm-ascend 的 closed issue""做 reference 沉淀")→ **不触发本 skill**:路由到 issue-ingest / to-reference / to-postmortem 执行,其收尾自动 evolve-check。 ## 一、入口分流(先分清用户要什么,再决定跑不跑本 skill) | 用户说 | 路由 | 演进如何发生 | |---|---|---| | "沉淀 vllm-ascend 的 closed issue" / "做 reference 沉淀" / "诊断这个" | 内容 skill(issue-ingest / to-reference / to-postmortem / diagnose) | issue-ingest/to-reference/to-postmortem 收尾自动 evolve-check(无需用户另说);diagnose 有内建 evolving(候选 case 起草/顺手 to-reference),其 L2/L3 缺口由 S2 replay 与深度轮覆盖 | | "跑一轮自演进" / "看看有什么可改进" | **本 skill 深度轮** | 全库观测 → 候选卡 | …
Read the whole file at its exact version.
How to install
mdr add pillumina/ascend-sleuth/self-evolve@sha256:fdb7967e5798b2c4The line at the top of this page pins the label git:20261030.875bdba, 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_briyv5qdwg7vqoqx)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 17 versions of this file, between Sep 4, 2026 and Oct 30, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261030.875bdba latest | 2026-10-30 | 875bdba | 14,247 B | A | view · diff |
| git:20261030.0194eb5 | 2026-10-30 | 0194eb5 | 13,786 B | A | view · diff |
| git:20261027.748c4a1 | 2026-10-27 | 748c4a1 | 13,137 B | A | view · diff |
| git:20261027.2dabd30 | 2026-10-27 | 2dabd30 | 12,831 B | A | view · diff |
| git:20261007.ab73248 | 2026-10-07 | ab73248 | 12,312 B | A | view · diff |
| git:20260922.ede1c3f | 2026-09-22 | ede1c3f | 12,210 B | A | view · diff |
| git:20260917.709504c | 2026-09-17 | 709504c | 11,743 B | A | view · diff |
| git:20260917.89c6fdf | 2026-09-17 | 89c6fdf | 11,737 B | A | view · diff |
| git:20260917.ccfd50d | 2026-09-17 | ccfd50d | 11,694 B | A | view · diff |
| git:20260917.1f7e266 | 2026-09-17 | 1f7e266 | 11,176 B | A | view · diff |
| git:20260914.27c2439 | 2026-09-14 | 27c2439 | 10,910 B | A | view · diff |
| git:20260913.0e975d5 | 2026-09-13 | 0e975d5 | 10,680 B | A | view · diff |
| git:20260910.1e5fbcf | 2026-09-10 | 1e5fbcf | 10,622 B | A | view · diff |
| git:20260910.4ab1da3 | 2026-09-10 | 4ab1da3 | 10,622 B | A | view · diff |
| git:20260910.d634f39 | 2026-09-10 | d634f39 | 10,275 B | A | view · diff |
| git:20260904.f199528 | 2026-09-04 | f199528 | 9,985 B | A | view · diff |
| git:20260904.9eed156 | 2026-09-04 | 9eed156 | 9,777 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 (14247 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
pillumina/ascend-sleuth · 5 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_briyv5qdwg7vqoqx GET https://markdownregistry.com/api/v1/resolve?ref=pillumina/ascend-sleuth/self-evolve GET https://markdownregistry.com/api/v1/blob/fdb7967e5798b2c4c25ab88dc9dcdbeec10ac137c05d0a4df0ccf38be5670bed
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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