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Gemini 4 Argon fails real-world bug fix that Opus 5.5 solves

Given a real work bug and hints to the relevant files, Gemini 4 Argon scanned 30+ unrelated files and invented a nonexistent DB index column, while Opus 5.5 fixed the same task.

Lakshya
@Its_lakshya_aiArchived 17 days agoOriginally posted 2026.10.19
Gemini 4 Argon fails real-world bug fix that Opus 5.5 solves
Lakshya @Its_lakshya_aiOriginally posted 2026.10.19
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GEMINI 4 ARGON JUST FAILED THE TEST THAT ACTUALLY MATTERS !!!!! Not the benchmark Not the leaderboard Real-world coding... A developer gave Argon a genuine work bug and even pointed it toward the files where the issue was likely hiding Argon still went through 30+ irrelevant files 😭 Then it got worse… It confidently reported a database index column that literally didn’t exist 💀 Same task with Opus 5.5? Fixed. And this is exactly why I’m skeptical of benchmark hype A model can top every leaderboard But if it confidently invents things inside a real codebase, developers stop trusting it FAST Argon might be insanely powerful But power without reliability is a dangerous combination Maybe the real benchmark is simple: Can I trust you with my codebase? 👀

x.com/its_lakshya_ai/status/2111883201031606585Archived 2026.10.19 09:58