A model has a bad day and your output collapses.
OrcaRouter makes reliability structural, not a matter of luck.
If a leg hallucinates, the judge detects it and provides the answer that holds the road.
SYSTEMS
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OrcaRouter detects hallucinations and ensures reliability
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Problem Detection in Agent Traces with Post-Trained Model
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Detecting problems in agent traces in production is difficult. It must be done at low cost (due to volume) but also with accuracy (otherwise too much noise). We post-trained our own model for this. SOTA accuracy, at ~10-100x lower cost.
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Stanford HAI director Fei-Fei Li featured on FastCompany cover explaining world models
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HAI Founding Director @drfeifei is featured on @FastCompany
's cover, explaining "world models" – AI that understand physical space and real-world dynamics. Rooted in human-centered philosophy, she explains what makes it different and what's at stake: -
Complexity of AI Regulation: Models Are Just One Piece
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Bright regulatory lines for AI are inherently complicated because models are just a piece of the puzzle: harnesses can make models more capable, a less capable open system may be more or less riskier than a more capable closed one, skills/connected systems change risk levels, etc
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LEANN: Index millions with 97% less storage via graph recomputation
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Turn your laptop into a powerful RAG system! LEANN can index and search through millions of documents while using 97% less storage than traditional solutions without accuracy loss. LEANN achieves this through graph-based selective recomputation with high-degree preserving
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Deep Agents: Execution Environment, the Backbone
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Deep Agents deep dive from @SydneyRunkle | Part 1
— LangChain (@LangChain) 15 juin 2026
The execution environment, or the backbone of a Deep Agent. pic.twitter.com/baoiUDGvxuDeep Agents: Deep Dive by @SydneyRunkle | Part 1 The execution environment, or the backbone of a Deep Agent.
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Living brain cells play DOOM in neuromorphic computing breakthrough
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Living Brain Cells Play DOOM: Cortical Labs Pushes Neuromorphic Computing Forward
— Ronald van Loon (@Ronald_vanLoon) 15 juin 2026
by @IntEngineering#Innovation #EmergingTech #Technology #Tech pic.twitter.com/n686AvoVhPLiving Brain Cells Play DOOM: Cortical Labs Pushes Neuromorphic Computing Forward
by @IntEngineering #Innovation #EmergingTech #Technology #Tech -
Microsoft CEO: a frontier AI without ecosystem is not stable
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Following the ban of FABLE 5, Microsoft's CEO speaks out. He published a text that every leader or anyone using AI should read: 'a frontier AI without ecosystem is not stable.' In short, do not bet your company on the best model of
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HarnessX: A Composable, Adaptive, and Evolvable Agent Harness Foundry
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HarnessX: A Composable, Adaptive, and Evolvable Agent Harness Foundry Paper: https://
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Xiaomi’s HarnessX lets AI agents redesign their own runtime
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What if AI agents could redesign their own runtime on the fly? Darwin Agent Team From Xiaomi introduces HarnessX, a foundry that lets agent harnesses—prompts, tools, memory, and control flow—compose, adapt, and evolve automatically. Instead of hand-crafting scaffolding for