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.
Quality gates for AI agents. Guards that don't get tired.
465 passing tests, zero deps, guards extracted from 5,000+ real agent executions.
Teams deploying AI agents to production, ML engineers building agent systems
LangGuard · Guardrails AI · LLM Guard
Finally forces AI agents to prove their work with real test gates instead of hallucinated confidence.
Intercepts tool calls before execution to block dangerous actions like DB deletes.
Execution firewall for AI agents before prompt injection causes real damage.
Policy enforcement layer stops AI agents from deleting files or leaking credentials—no prompt retraining needed.
IFC + capabilities block prompt injection at execution sinks, not input filters—40yr research applied.
Tracks tokens not dollars—clever design that avoids pricing drift headaches.