Why Leaderboard Wins Fail in Production: Auditing the Gemini 4 Argon 13-of-19 Claim

A practical audit of Google's Gemini 4 Argon 13-of-19 benchmark claim that shows how saturation, selective reporting, and vendor framing inflate leaderboard wins, and offers a checklist for vetting model claims against real production behavior.