I run orchestrated agents(context warm up, fork-join, file based communication, set of trailofbits skills, some dba skill, some sourcegraphindex, and few mine, API skill). None of skills are specific to out codebase(even my), some are explicitly for Claude.

Finds 90% bugs using Codex and Gemini 200usd subs.

You do not need service for auditing or review.

Just overlay you ci with ai.

I do not even sast (because we use rust typestates and invariants; and effect ts; and failfast).

Have seen death of 5 services for audit and review killed by "just overlay ci with ai in max sub on latest model".