• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

A working pattern for agent-driven ML work: pair the coding agent with verifiers and a compute scheduler so proposals get measured rather than merely generated, and only winners scale to distributed training.

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