Harness-RSI: Harness self-evolution: update targets, theory, evaluation, and reported evidence

by zgcagi · Agent Tool · ★ 176

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 54/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agent-evaluationagent-harnessagent-memoryagent-skillsawesomeawesome-listllmllm-agentspaper-listprompt-optimization

Quick Facts

Stars176
Forks0
LanguageTeX
CategoryAgent Tool
LicenseCC-BY-4.0
Quality Score54/100
Last Updated2026-10-18
Created2026-10-01
Platformsbrowser
Est. Tokens~27k

About Harness-RSI

Harness Self-Evolution: Theory, Algorithms, Evaluation, Applications, and Impact 📄 Full version · 66 pages Self-Evolving Agent Harness · arXiv · Project Page · Reading List · Citation · 中文版 · Chuyang Wei1,3, Haoxiang Guan1,3, Minghang Zhu1, Kexin Zhou1,3, Jiyan He1,2, Xiren Zhou3, Huanhuan Chen3, Yifei Shen1,2,† 1 Zhongguancun Academy  ·  2 Zhongguancun Institute of Artificial...

Compatible Skills

These tools work well together with Harness-RSI for enhanced workflows:

  • cap-evolve — semantic(0.21)+complementary+rare_topics+same_lang+similar_pop+shared_platform (62%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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