first principles essence penetration(第一性原理)
PassAudited by VirusTotal on Apr 19, 2026.
Findings (1)
The skill bundle implements a 'First Principles' cognitive framework designed to help AI agents deconstruct complex problems and optimize their own reasoning processes. While the documentation in SKILL.md and recursive-self-refinement.md uses aggressive language regarding 'Self-Evolution' and 'Essence Penetration,' the actual implementation in scripts like self_evolve.py and self_audit.py is limited to manipulating JSON-based state representations and calculating fitness scores. There are no instances of shell execution, network access, or attempts to bypass system security; the framework is entirely self-contained and focused on logical and mathematical analysis.
