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@agentoptics

Agent Optics

Open-source tools for AI agent reliability. Debug, evaluate, and decide what's worth building.

Agent Optics

Open-source tools for AI agent reliability - debug, evaluate, and decide what's worth building.

Most AI agents and most product plans share the same failure mode: they operate in a frictionless vacuum. They assume perfect state, perfect users, perfect coordination. Reality isn't like that. We build tools that make the friction visible - before you ship, and after something breaks.

What we ship

Time-travel debugger for AI agents. Fork at any step, replay from failure, prove the fix works. Works alongside Langfuse / LangSmith or standalone.

Physics-of-reality decision framework for AI coding assistants. Produces Build / Pivot / Kill verdicts backed by evidence, extended from Jensen Huang's framing of Physical AI.

Claude Code plugin for observing agent sessions in real time.

Philosophy

Two questions drive everything we build:

  1. When an AI agent fails, can you see what actually happened? Most can't. That's what Rewind solves.
  2. When you're about to commit engineering time, does the plan obey physics? Most don't ask. That's what Jensen Way surfaces.

Both problems come from the same place - abstractions that hide reality until it breaks.

Get involved

  • Star a repo that looks useful
  • Open an issue with a real-world run (build or kill)
  • PRs welcome on all projects

agentoptics.dev

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  1. rewind rewind Public

    Fix broken AI agents without re-running them. Fork at any step, replay from failure, prove the fix works. Works alongside Langfuse/LangSmith or standalone.

    Rust 7 2

  2. jensen-way jensen-way Public

    Physics-of-reality decision framework for AI coding assistants. Build/Pivot/Kill verdicts backed by evidence, extended from Jensen Huang's framing of Physical AI.

    2

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