Continuous scanning and run-count coverage
In more detail
zkao's continuous-security page cites an 8 percent per-run hit rate compounding to 96 percent over forty runs; its later Bron Labs post adds that under fixed models and prompts runs converge, so the harness matters more than repetition. Both statements are true and together they justify continuous scanning with evolving harnesses.
Tools that address it
zkao, Octane Security, Olympix.
Related terms
False positive rate, Precision vs recall, Agentic scanning, LLM plus fuzzing, LLM plus symbolic execution or formal verification, Hallucinated vulnerabilities, Triage burden, Benchmark contamination, Human-in-the-loop, AI-assisted audit vs AI audit, Prompt injection in auditing pipelines, Responsible disclosure of AI-found bugs, Proof-of-concept harness, Threat model file, Severity calibration
Getting help
Firms on this index that handle this in practice: zkSecurity, Trail of Bits, Zellic, Nethermind Security.