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Today's Stories

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   Predictable AI Training at Scale – First FLUX.1 MLPerf® on OCI’s 512 AMD GPUs

   Predictable AI Training at Scale – First FLUX.1 MLPerf® on OCI’s 512 AMD GPUs

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   PCE Uses Multiple AI Agents to Catch Hallucinations

   A colleague has developed the Perseverance Composition Engine (PCE), which uses Artificial Organisations—multiple AI agents assigned specific roles—to work through tasks iteratively and catch problems such as confident false claims, hallucinations, or dangerous advice. The system assigns agents like a Composer and Corroborator, where the Corroborator verifies claims against source documents. Current large AI companies attempt to reduce hallucination through better training and instruction, but research suggests hallucination may be a fundamental mathematical inevitability in language model architecture. PCE takes a different approach by building organizational structure (separation of duties, independent checks, persistent knowledge bases) to contain and correct inevitable errors rather than eliminate them at the source.

   The core research code is available for daily use. The system addresses three failure modes—hallucination, context issues (where models lose information when context windows fill up), and memory issues (where AI forgets between conversations)—by using a persistent, indexed knowledge base (the Curator agent) and enforced role-based agents that operate from a quality prior of documents rather than guessing from scratch.

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   Insurers turn to generative AI for catastrophe modeling, but hallucinations and sales logic could get in the way

   Insurers turn to generative AI for catastrophe modeling, but hallucinations and sales logic could get in the way

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   We're rebuilding financial services with AI

   We're rebuilding financial services with AI

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   Bernie Sanders Wants a U.S. Sovereign Wealth Fund for AI

   Bernie Sanders Wants a U.S. Sovereign Wealth Fund for AI

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   The Tokenpocalypse:Companies Are Scrambling to Stop Spending So Much on AI

   The Tokenpocalypse:Companies Are Scrambling to Stop Spending So Much on AI