Gemini 4 still fabricates findings in code reviews, side-by-side test finds

qu1etus · reddit · 2026-10-14

A developer who published a paper on multi-LLM code reviews (and abandoned Gemini over hallucinations) tested Gemini 4 (high, via antigravity) against gpt-6.1-sol (Codex CLI) and Opus 5.5 (Claude Code CLI) on the same review.

Result: Gemini 4's three real findings merely duplicated the other models', and its census numbers plus one classifier claim were fabricated — the same pattern that pushed him away from Gemini 3.1 earlier this year. He's disappointed the issue apparently wasn't fixed in the new model.

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