loop-engineering

ouroboros

Q00

Agent OS: the agent gets smarter on its own. We just hold the line: the grading command and expected result never make it into the success contract we hand it. Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 13 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.

raphael-loop

raphael-liu

Loop Engineering

solidforge-dsh

maskshell

让测试绿了不等于你做对了 — 双轴收敛纪律 (spec-gaming orthogonal axis) 的 DeepSeek Harness 原生实现 | Two-axis convergence discipline for coding agents