Don't trust an autoresearch paper at face value. Reviewer-side integrity forensics (self-consistency + fabrication), deterministic verdict. 61 signals: 46 integrity hack-patterns (families A–H, verdict-bearing) + 13 zero-weight AI writing-style impressions (AIS) + 2 advisory. Not an opaque AI-text classifier. The dual of ARIS.
Turns AI agents from chaotic code generators into disciplined engineers. 12-stage workflow from research to production.
Agent Skill for complex work: research before asking, ask before planning, plan before building, verify before delivering, independent review before calling it done. Plain text, no runtime.
Collaborate with Codex from Claude Code
Agent Skill for Git workflow best practices - branching, commits, PR workflows | Claude Code compatible
Agent Skill: PHP 8.x modernization patterns - typing, attributes, PHPStan | Claude Code compatible
Agent Skill for PHP security audits - OWASP patterns, vulnerability detection | Claude Code compatible
Portable SKILLs workspace for Claude Code, Codex, and Gemini — issue-driven workflows and cross-agent collaboration via bridge scripts with session continuity.
A portable project-planning skill for Codex, Claude Code, pi, Hermes, and Agent Skills-compatible harnesses. Evidence before build advice.