Tag: scaling

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Jul 02, 20266 min readAgent PlaybookIntermediate

Why production agents fail at scale: guardrails, enterprise data, and resilient orchestration

Rafael Lopes argues scaling agents breaks on engineering, not LLM limits: build deterministic guardrails, connectors for unstructured enterprise data, and resilient orchestration.

agents scaling production-ai engineering orchestration

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TutorialsUnited States

Open

Dec 11, 20257 min readModel Release BriefIntermediate120 min build

Prototyping Multi-node Pretraining and Staged Inference on NVIDIA Hopper and GB200 NVL72

A concise playbook to validate multi-node pretraining and staged inference on NVIDIA Hopper and GB200 NVL72 systems. Includes procurement and benchmark checklists and example job specs.

NVIDIA Hopper GB200 NVL72 GPT-5 training

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infrastructure scaling benchmarks