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At a glance Data Formulator 0.7 is an open-source AI-powered system for enterprise data analytics that combines data connectivity, agent-guided exploration, and visualization refinement in a shared workspace. It includes a Data Connectors feature, which supports governed, reusable connections across databases, warehouses, BI systems, object stores, and lo...

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At a glance Modern AI systems are powerful not because they replicate human intelligence, but because they presuppose it, by extending structures already present in human cognition and language. This perspective helps explain both AI’s remarkable capabilities and its recurring boundaries, including hallucinations and breakdowns in reasoning. This resea...

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At a glance MagenticLite is an agentic application that works across both the browser and local file system in a single workflow. Built as the next generation of Magentic-UI, it combines a redesigned app with a harness optimized for small models. MagenticBrain and Fara1.5 are small models designed for orchestration and computer-use tasks, respectively. Fa...

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At a glance Vega lets users prove facts from government-issued credentials — age, personhood, professional status — without revealing the credential itself. The credential never leaves the device.  Zero-knowledge proofs are generated in under 100 ms on a commodity client device with no trusted setup, making private identity v...

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Our recent paper, “LLMs Corrupt Your Documents When You Delegate”, has generated discussion about the reliability of AI systems in delegated workflows. We appreciate the interest in this work and want to clarify several ...


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