Baidu

Choose the task where a verifiable reward can replace a learned reward model

Predict which candidate best of N sampling ships given these reward scores

Pick what interleaved thinking changes for an agent needing live data mid derivation

Design document Q&A over 10 million docs where every user sees a different subset

Offline eval scores 0.9 but users report frequent wrong answers: why the gap, and what do you do?

Why a kill switch and a warm single agent fallback are non-negotiable in multi-agent prod

Select every coordination mechanism that shows up in modern multi-agent frameworks

How drift detection on LLM systems differs from drift detection on classical ML systems

Code heavy tokenizer corpora can improve syntax packing but hurt what elsewhere?

Find the schedule assumption that breaks when accumulation steps change