When you see 'covers OWASP 10 of 10', 'merged into Microsoft and Cisco' or '9X% detection', ask five things: who said it, what the term means, who set the questions, what is being measured, and where the primary source is. The earlier posts and a few cases added here each happen to show one: Microsoft's toolkit itself says 7 full and 3 partial; of ATR's (an open-source set of agent threat-detection rules) merged PRs into Microsoft and Cisco, the three checked were all opened by its author; Cisco's own detection rate and an independent study's differ several-fold; common benchmarks score models or agents, not tools.
AI bounty pages mostly do not pay for what a model says (jailbreaks, hallucinations, harmful output). They pay when a model is made to act against someone else (actions and data theft through indirect prompt injection), and for ordinary bugs in the software around it. Google's AI VRP base rewards run from $100 to $20,000; OpenAI's Safety Bug Bounty ranges are $250 to $7,500 per report. Rules as read on 2026-10-14.
XSS happens when a site puts user input into a page unchanged, so another person's browser runs it as code; the fix is escaping on output. IDOR happens when a server hands over whatever id it is asked for without checking the record is yours; the fix is an ownership check on the server. Google's table puts XSS under 'execute code on the client' (C0), $10,000 base on a standard Google app, and IDOR under logic flaws (S2), priced by how sensitive the exposed data is: on the same standard Google app, $3,133.7 to $31,337.
Four AI security certs, four different bets: SecAI+ ($298) is CompTIA's mid-level expansion play, CAISP ($1,099 all-in) has the strongest hands-on labs and fullest OWASP LLM Top 10 coverage, GAIPS ($999/$9K) is the SANS gold-standard defender cert with CyberLive exams, and AAISM ($459+) is governance-layer but requires CISM or CISSP first. Under $400 → SecAI+. Want to actually hack and fix → CAISP. Company paying → GAIPS. For the offensive side (AI red teaming), OSAI+, HTB COAE, and COASP launched in 2026 and form their own group; see the section near the end.