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TLDRocket
30 September 2026
The biggest thread today wasn’t new model announcements—it was what happens after deployment: how companies are wiring AI agents into real systems and measuring whether they actually hold up. CoreWeave said Cognition can run production workloads on NVIDIA Vera Rubin NVL72, reporting up to a 4.8x increase in total token throughput for SWE-2 inference versus a GB200 NVL72 baseline. Even more telling, CoreWeave launched CoreWeave Forge to connect production observability back into training and evaluation, turning the usual feedback loop into something closer to a single, continuous system. Amazon’s Bedrock Knowledge Bases showed the same emphasis on practical retrieval, with a claims-assistant example limiting planning and retrieval to maxAgentIteration=5 rounds per question and answering from PDF/Word/text evidence with citations instead of manual document scanning.
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