evolution-core SKILL.md skillA

evolution-core from hashgraph-online/awesome-codex-plugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add hashgraph-online/awesome-codex-plugins/evolution-core@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
hashgraph-online/awesome-codex-plugins
Path
plugins/Colin4k1024/tsp/skills/evolution-core/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed May 12, 2026
Size
10,564 bytes
Repository stars
1,537
License
Apache-2.0

统一进化资产模型与自进化闭环核心。定义 Gene(策略 DNA)、Capsule(已验证经验快照)、 EvolutionEvent(追加式事件日志)三层资产模型,实现 Detect→Select→Replay→Validate→Solidify→Reuse 闭环,使 agent 遇到已知问题时先复用已验证经验,跳过重新试错。.

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

# Evolution Core — 自进化资产模型与闭环

## 用途

- **即时复用**:agent 遇到错误时,先从进化存储中查找匹配的已验证经验(Capsule),尝试重放,成功则跳过 LLM 推理
- **经验沉淀**:每次成功解决问题后,自动提取信号、生成策略 Gene 和执行快照 Capsule
- **跨 agent 共享**:不同 agent/项目的验证过经验可以发布到共享网络,其他 agent 直接复用
- **治理安全**:通过 Governor 控制进化速率、爆炸半径和回归检测,防止低质量策略扩散

## 核心概念

### Gene — 策略 DNA

Gene 是一条可复用的问题解决策略,从一次或多次成功经验中提取并泛化:

```json
{
  "gene_id": "g-a1b2c3d4",
  "signals": [
    {
      "signal_type": "compiler_error",
      "source": "compiler",
      "pattern": "Cannot find module '(.+)'",
      "context_hints": ["typescript", "import"]
    }
  ],
  "strategy": {
    "description": "检查 tsconfig.json paths 配置和 package.json dependencies,确认模块存在后重新安装",
    "steps": [
      "检查 tsconfig.json 中 paths 和 baseUrl 配置",
      "检查 package.json 中是否包含该依赖",
      "运行 npm install 或对应包管理器安装命令",
      "若为路径别名问题,更新 tsconfig paths"
    ],
    "constraints": ["不要直接删除 node_modules 重装,先定位根因"]
  },
  "validation_rules": {
    "success_indicator": "tsc 编译通过,无 Cannot find module 错误",
    "timeout_seconds": 120
  },
  "confidence": 0.75,
  "state": "promoted",
  "tags": ["typescript", "module-resolution", "build-error"],
  "env_fingerprint": {
    "languages": ["typescript"],
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hashgraph-online/awesome-codex-plugins/evolution-core@sha256:8ae435bf559cfaf0

The line at the top of this page pins the label v1.0.0, 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_wnabzajmqidi4fau.svg)](https://markdownregistry.com/a/art_wnabzajmqidi4fau)

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

Versions

The registry has recorded 1 version of this file, committed on May 12, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-05-12 6523792 10,564 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 (10564 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

hashgraph-online/awesome-codex-plugins · 1,537 stars · license Apache-2.0 · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wnabzajmqidi4fau
GET https://markdownregistry.com/api/v1/resolve?ref=hashgraph-online/awesome-codex-plugins/evolution-core
GET https://markdownregistry.com/api/v1/blob/8ae435bf559cfaf0a14435cd369352d6a4716fd7beee3ed279179182eb125d35

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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