True Evaluation Should Focus on Real-World Collaboration

curious_vii · x · 2026-07-11

This reply pushes back against the generalization that "chat makes us dumb": what truly matters isn't abstract testing, but whether a model can help a neighbor achieve a beneficial goal under real-world conditions of uncertainty.

Furthermore, because human-model inputs and outputs are increasingly text-based, searchable, and traceable, every sentence and paraphrase becomes more significant, meaning high-quality thinking will lead to better outcomes.

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