Benchmaxxing debate grows as LLM benchmarks fail to capture real usability

Surge AI's Nick Heiner argues on the AI Engineer podcast that the word 'benchmaxxing' is the tell that model benchmarks no longer reflect real-world capability. r/LocalLLaMA users echo the disconnect, citing benchmark skew toward coding and one hands-on comparison where Gemma 4 outperformed Gemini and Claude Opus despite lower scores.

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