Three conditions that must hold before splitting prefill from decode pays off, and why chunked prefill is the right default below that threshold.

The post Disaggregation Is a Thousand-GPU Problem appeared first on Towards Data Science.

Five failure modes that survive constrained decoding, and why your schema validator will never catch them.

The post Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won't Catch appeared first on Towards Data Science.

The five MLOps monitoring assumptions agents break, and which inherited signals now pass failed runs as healthy.

The post AgentOps Is Not MLOps: What Breaks in Your Monitoring Stack When Agents Go to Production appeared first on Towards Data Science.