A coverage-guided fuzzing engine that instruments compiled binaries to maximize code-path exploration. It integrates with existing build systems, correlates crashes with minimal reproducing inputs, and ships a triage dashboard for deduplicating and prioritizing findings. Designed for continuous fuzzing at scale with first-class support for sanitizer feedback and structured test input grammars.