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Caio Vicentino

21h ago

What's the most painful LLM failure you've ever debugged?

We've all hit that moment: the model works on prompt A, breaks silently on prompt B, and there's no log line, no stack trace, no clue what changed inside the model.

I'm launching OpenInterpretability in a few hours on Product Hunt. It's a mech interp toolkit that runs inside Claude Code, Cursor, and Cline via MCP plus drop-in probes for hallucination and agent-failure detection. The project started because I needed a way to see what was happening when a coding agent kept making the same silent tool-call mistake.

Caio Vicentino

17h ago

OpenInterpretability - Open-source toolkit to audit what your LLM knows

The first mech interp toolkit that runs inside Claude Code, Cursor, and Cline via MCP. Production probes (FabricationGuard, agent-probe-guard) catch hallucinations + agent failures. ProbeBench leaderboard, SAE training from 30-min free Colab to paper-grade. Apache-2.0.