Lokhesh Ujhoodha

Give any model the power to find real bugs and prove them: it guides your agent to where bugs live, then a compiled kernel searches every reachable state and returns a replayable attack path, or a proof it's safe. New: it now also finds injection bugs and lands the exploit on a live app. On the 440-case OpenSSF benchmark a 20b model matches the 120b at 96%. Runs offline, your model. Free 7-day trial, then $4.99/mo.

A small model alone is a weak bug finder: it hallucinates issues and misses the real ones. RedMirror Reflection turns it into a real one. It guides the model to where bugs hide, then searches every reachable state to discover the exact sequence that breaks it, returning GROUNDED with the attack path or a proof it’s safe. The search costs no tokens, so a 20B model matched a 120B at 96% recall on the 440-case OpenSSF benchmark. One line: redmirror-reflect init . First month free, then $10/seat.

This is a coding agent first framework that allows the coding agent to verify code that it has generated. You can get started by just trying "Use https://github.com/kurrent-io/poes/ to build and verify {prompt or spec} and then provide me with a proof-of-work (this is deterministic)" The coding agent will be able to verify the logic and provide you with a proof of work of the code generated. This is at a experimental stage, free, open source and we welcome feedback.