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OpenAI published new results on open problems in mathematics obtained using an internal frontier model, and released Lean proof formalizations and related research details on GitHub. The release shares artifacts and documentation intended to enable verification and follow-up by the research community.
AWS published a reference architecture and companion GitHub implementation for an agentic video-intelligence system that uses the Strands Agents SDK and Amazon Bedrock (Anthropic Claude Sonnet) to orchestrate Amazon Rekognition, Amazon Transcribe, and other services based on natural-language queries. The post says previously analyzed videos return answers in under a second and initial analysis of new videos takes about 5–10 minutes; a customer reported an internal ~80% reduction in manual review time (not independently verified).
Megagon Labs released MAWILE, a developer-facing workbench (arXiv:2609.22599v1) that audits sensitivity of LLM judges across four surfaces—judge prompt, judge rubric, target-system input, and target-system output—by constructing controlled perturbations and re-executing the judge. MAWILE supports binary, ordinal, and pairwise judges without requiring gold labels, and the code is available on GitHub.
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