Orbit – A harness that makes AI coding agents prove their work
Finally forces AI agents to prove their work with real test gates instead of hallucinated confidence.
The validation loop that stops AI coding agents from claiming work is done before it actually is.
Stops AI agents from lying about finished work by enforcing evidence-based validation loops.
Developers using AI coding agents like Claude Code
Pre-commit hooks · Claude Code · GitHub Actions
Finally forces AI agents to prove their work with real test gates instead of hallucinated confidence.
Fresh-reviewer exit gates force agent loops to actually terminate instead of churning forever
Tamper-detected tests catch agents gaming the system before bad code reaches you.
TypeScript FSMs enforce agent steps where prompts fail, but locks you into Codex CLI.
Explicit uncertainty tracking beats confident-but-wrong AI research agents.
Builder-verifier role separation stops agents from grading their own homework.