Individual skill
byted-ark-evolve
Agent self-evolution system. Collects signals from user feedback, stores execution trajectories (golden + correction pairs), analyzes patterns, proposes mutations to workspace files, and generates HTML reports. Trigger with "/evolve" or when the user asks to improve agent behavior. Also use when the user says "remember this pattern", "don't do X again", or "that was a good approach, save it".
skills/byted-ark-evolve/SKILL.md
Source commit 75abb6c5cb9b310338db8bafe3ffc7d7ecec2834
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 5, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 484
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent Repository topic
- ai Repository topic
- samples Repository topic
- volcengine Repository topic
- evolution-meta-skill-self-evolving Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
LICENSEasset · 11,315 bytesREADME.mddoc · 5,253 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesSKILL.mdcore · 21,098 bytesreferences/dashboard-schema-example.jsonasset · 3,381 bytesreferences/evolution-steps.mddoc · 11,535 bytesreferences/file-semantic-map.mddoc · 2,309 bytesreferences/gene-contract.mddoc · 1,877 bytesreferences/gene-library.jsonasset · 91,164 bytesreferences/init-rules.mddoc · 2,310 bytesreferences/layer-model.mddoc · 2,272 bytesreferences/onboarding.mddoc · 3,740 bytesreferences/pareto-rules.mddoc · 2,163 bytesreferences/pending-proposal-lifecycle.mddoc · 757 bytesreferences/report-schema-example.jsonasset · 2,128 bytesreferences/signal-types.mddoc · 3,386 bytesreferences/trajectory-templates.mddoc · 2,037 bytesscripts/_workspace.pyruns · 3,108 bytesscripts/apply-proposal.pyruns · 8,408 bytesscripts/dashboard-render.pyruns · 18,907 bytesscripts/dashboard-template.htmlasset · 29,649 bytesscripts/db-init.pyruns · 6,904 bytesscripts/db-migrate-source.pyruns · 2,241 bytesscripts/db-migrate-v031.pyruns · 4,744 bytesscripts/detect-signal.pyruns · 7,937 bytesscripts/gate-check.pyruns · 5,624 bytesscripts/gene.pyruns · 3,402 bytesscripts/orchestrator.pyruns · 18,892 bytesscripts/pending-evolution.pyruns · 6,981 bytesscripts/query.pyruns · 9,572 bytesscripts/report-gen.pyruns · 29,103 bytesscripts/report-render.pyruns · 16,804 bytesscripts/scan-history.pyruns · 16,015 bytesscripts/signal-record.pyruns · 3,342 bytesscripts/snapshot.pyruns · 7,716 bytesscripts/track-change.pyruns · 7,663 bytesscripts/trajectory-skill-check.pyruns · 6,186 bytesscripts/workspace-init.pyruns · 11,472 bytestest-conversations/README.mddoc · 343 bytestest-conversations/conversation-1-research-before-asking.mddoc · 1,870 bytestest-conversations/conversation-2-memory-access-boundary.mddoc · 1,590 bytestest-conversations/conversation-3-report-usability.mddoc · 2,451 bytes
Read excerpt
# Evolution Skill
Agent 自进化系统。进化单位是整个 Agent(Identity + Context + Protocol + Capability + Runtime)。
## 核心原则
1. **Quality > Reliability > Efficiency > Cost** — 不允许牺牲质量换效率
2. **帕累托约束** — 任何 mutation 如果导致某个维度退化,BLOCK 并请用户决策
3. **写入即生效** — 用户确认变更后写入 workspace 文件,下次 session 即可加载新配置
4. **先对齐再执行** — 进化方案必须先呈现给用户确认
## 数据安全与权限边界
- **本地存储**:所有运行时数据(信号、轨迹、变异、报告)写入用户本地 `~/.{*claw*}/workspace/evolution-data/`,不上传任何外部服务。