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arXiv paper presents ARIA, a framework that learns to repair LLM multi-agent executions at runtime: An arXiv paper presents Agent Runtime Inspection and Amendment (ARIA), a framework for learning when and how to repair ongoing LLM-based multi-agent executions. It converts execution-verified repairs into reusable supervision, enabling a learned model to intervene at runtime rather than repeatedly testing alternatives.

AI Research • arXiv

Microsoft researchers say new machine learning tool improves weather forecasts 2-6 weeks ahead: Microsoft researchers say they found a new, cost-effective machine learning tool that improves weather forecasts two to six weeks ahead. The company claims it addresses reliability drops beyond two weeks in physics-based and existing AI models, helping farmers and emergency responders.

Microsoft • The Verge AI

Anthropic • Anthropic

Anthropic told investors Q3 revenue rose to $16.8B from $11.5B, sources say: Sources said Anthropic told investors its Q3 revenue jumped to $16.8B, up from $11.5B in Q2, and that it was profitable on an adjusted basis in Q3. The AI startup gathered investors in San Francisco on Wednesday ahead of an anticipated public listing.