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Frozen tabular foundation models can dominate competitive ML benchmarks without parameter updates if an LLM agent is tasked strictly with evolving the semantic data pipeline around them.
Simulating 8.3 billion diverse personas reveals nuanced user interactions that traditional evaluations miss, transforming how we assess AI systems.