T3 Code blind audit: Gemini 4 Argon scores 3.95 with 51% false claims, Opus 5.5 tops at 8.40

theo · x · 2026-10-15

theo of T3 Code ran a blind, read-only architectural audit of the same commit across six models, scored by 4 judges on 8 weighted criteria with claims checked against the code. Claude Opus 5.5 won at 8.40 (5% false-claim rate), followed by Sonnet 5.5 (7.88), GPT-6.1 Sol (7.66), GPT-6 Astra (7.11), and Meta Muse Wonder Full (7.04). Gemini 4 Argon, even at its highest effort, scored just 3.95 with 47 of 92 checked claims marked false (51%). theo concludes it is "outright unusable for real code work," aggressively hallucinating how systems behave.

Related event: Gemini 4 Scores 3.95 in Blind Coding Audit, Developers Report Heavy Hallucinations(2 posts)→

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