Infra behind Krea 2: How to train and serve at scale — Gabriel Jorge Menezes, Krea.ai

Concrete metrics and failure modes for anyone operating large training clusters, including how to keep a site up while training holds priority.

• videoMCP Doesn't Suck. Your Agent Does. — Jan Čurn, Apify
• videoYour Coding Agent Is 6 Months Out of Date — Jakub Hojsan, Exa
• videoStop Renting Your AI's Memory — Dylan Couzon, Qdrant
• videoYour Agents Are in Solitary Confinement: Why MCP & A2A Aren't Enough — Vlad Luzin, Band

• videoVertical Mobility: Inference from MVP to Trillion-Parameter Workloads — Sitanshu Gupta, CoreWeaveAI Engineer
• videoGuardians of the State: An Air-Gapped AI Fortress for Consumer Data — Rachna Srivastava, DFPIAI Engineer
• videoThe Messy Reality of Scale: Synthetic Data and Pre-Training — Marah Abdin & Robert McHardy, poolsideAI Engineer

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