Make any LLM find vulnerabilties & bugs

About

A compact model by itself makes for an unreliable bug detector: it invents false problems and overlooks actual vulnerabilities. RedMirror Reflection transforms it into an effective solution. It directs the model to potential bug locations, then exhaustively explores all accessible states to identify the precise sequence that causes a failure, delivering GROUNDED results with either the attack path or a safety guarantee. This search process uses zero tokens, enabling a 20B parameter model to perform on par with a 120B model, achieving 96% recall on the 440 test case OpenSSF benchmark. In one line: redmirror-reflect init. The first month is free, followed by a cost of ten dollars per seat.