Ngl the title scared me for a sec. We've been selling audits for 8+ years 😅 Then I read the full thing, and the real point hit harder. Clients don't hate audits, they hate paying for a problem list before they know what fixing it will cost. And honestly, web3 security has the exact same problem. Founders push audits to the last week before mainnet because to them it's just a PDF and a bill. Then the report lands, the devs fix the findings, and the team learns almost nothing. We saw this firsthand with QuillShield. It independently found a different attack path to a bug a 12-agent audit had marked refuted after a safeguard blocked the tested path. QuillShield wrote an exploit test that passed, and a human auditor verified it on a mainnet fork. Four reviewers agreed the bug was real. What actually works, in AI agencies and in security: Teach the team while you dig into their workThe best findings come from people showing you their real workflowsLeave them better than you found them, not just with a report "The audit still happens. It just doesn't have to be the thing you ask them to pay for up front." Building something and coming to Devcon? Let's talk about how your team stays secure long after the audit. My DMs are open 🤝 Good read @lukepierceops 👇