Machine Heart
May 19, 2026 · Artificial Intelligence
Why Your Evaluation System Is the Bottleneck Holding Back LLM Progress
The article argues that current evaluation methods excel at measuring existing models but fail to anticipate qualitative shifts in emerging LLM capabilities, making evaluation the true bottleneck for future breakthroughs and calling for self‑evolving, predictive evaluation infrastructures.
AI SafetyDeepMindLLM evaluation
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