Make any LLM find vulnerabilties & bugs

Make any LLM find vulnerabilties & bugs

Works on 120b, 20b and even 8b models

4 followers

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.

Make any LLM find vulnerabilties & bugs launches

Launch date
RedMirror: make any LLM find real bugs
RedMirror: make any LLM find real bugsMake any LLM find real bugs in your code, and prove them

Launched on August 29th, 2026

Make any LLM find vulnerabilties & bugs
Make any LLM find vulnerabilties & bugsWorks on 120b, 20b and even 8b models

Launched on August 10th, 2026