We're working with @IneffableLabs to co-design the infrastructure for large-scale, reinforcement-learning agents and accelerate discovery across science and industry.
Our engineers have teamed up to explore how to create the training pipeline that will allow agents to discover
AI
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Collaboration to Develop Infrastructure for Large-Scale RL Agents
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Claude Code agent error leads to Windows system file deletion
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A Claude Code agent deleted 717 GB of a guy's Windows install with one backslash. The command was supposed to remove a project folder. But the escape character collapsed across four different shell parsers. What cmd actually received: rd /S /Q A single backslash. Root of C:.
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Claude AI agents embedded in Microsoft 365 for legal teams
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Claude is now embedded across Microsoft 365 for legal teams One context-carrying agent across Word, Outlook, Excel, and PPT.
Use it to:
→Redline contracts in Word
→Triage incoming matters from Outlook
→Draft clause-by-clause comparisons
→Flag contract requests automatically -
Claude Opus 4.7 scores 90.9% on BigLaw Bench
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Who's already using it? Freshfields, Quinn Emanuel, Holland & Knight, Crosby Legal — live on active matters Harvey, Legora, Eve, Solve Intelligence — all built on Claude
Opus 4.7 scored 90.9% on BigLaw Bench — the industry's toughest legal AI test. -
Claude MCP connectors integrate with legal AI tools
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20+ MCP connectors plug Claude into the legal stack: Thomson Reuters (Westlaw primary law + Practical Law) DocuSign, Ironclad, Definely
iManage, NetDocuments, Box
Relativity, Everlaw, Consilio (eDiscovery)
Harvey, Legora, Solve Intelligence Already where lawyers work. -
Anthropic Launches AI-Powered Legal Assistant
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Anthropic just launched Claude for Legal 🏛️
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 13 mai 2026
And it's not just "ChatGPT for lawyers."
It's an AI layer built directly into the tools law firms already live in — Word, Westlaw, DocuSign, iManage, and more.
Here's everything you need to know 🧵 pic.twitter.com/KJc9SJUVmNAnthropic just launched Claude for Legal And it's not just "ChatGPT for lawyers." It's an AI layer built directly into the tools law firms already live in — Word, Westlaw, DocuSign, iManage, and more. Here's everything you need to know
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New research challenges the assumption that multi-agent systems improve LLM reasoning
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Do multi-agent systems make LLM reasoning better? Most AI devs assume that it should. But this new paper shows that this is often not the case. It ran 22,500 deterministic trajectories across GAIA, SWE-bench, and Multi-Challenge with three frontier models. Agents frequently
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New entities emerging in the AGI development space
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Recursive is emerging into the category. AGI ALPHA has already been building the category in public. #AGIALPHA #MontrealAI #QuebecAI
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Do Enterprise Systems Need Learned World Models?
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Do Enterprise Systems Need Learned World Models? The Importance of Context to Infer Dynamics
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Meta-RL with Rubric-guided Policy Decomposition Research
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RubricEM Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards