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@DataboxHQ uses LangSmith to evaluate their multi-turn analyst agent Genie. An inside look: https://
databox.substack.com/p/how-we-evalu
ate-a-multi-turn-agent
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LLMS
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Databox Evaluates Multi-Turn Analyst Agent Genie Using LangSmith
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GPT-5.2 Competitive with Expert Peer Reviewers
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Seems GPT-5.2 reaches expert level in peer review: 45 scientists took 469 hours evaluating human & AI reviews on 82 papers. "Surprisingly, current AI reviewers are competitive even with the top-rated reviewers in Nature’s official peer review…" though not without weaknesses.
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Building Applications with Streaming AI Agents
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Streaming agents should feel like building applications, not parsing logs.
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SenseNova-U1-A3B-MoT Model Weights Open-Sourced
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6/ The full Technical Report is now out, their most detailed model disclosure yet. SenseNova-U1-A3B-MoT (38B-A3B MoE) weights are now open-sourced. You can check out the report or try the tools at the links below. Try it here: https://
unify.light-ai.top/login?next=
home
… Technical Report: -
Open-sourcing Lite series with 8B and MoE models plus fast distilled LoRA
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5/ They are open-sourcing the Lite series in two sizes, an 8B dense model and an A3B mixture-of-experts version. The product has some exciting new updates. An 8-step distilled LoRA now open-sourced: inference cut from 23s to 2s on H100 (100 NFE -> 8 NFE).
ComfyUI is now -
Mix-Quant: Quantized Prefilling and Decoding for Agentic LLMs
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Mix-Quant Quantized Prefilling, Precise Decoding for Agentic LLMs
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Auth Proxy: Controlling Agent Behavior Boundaries
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Introducing the sandbox Auth Proxy: A way to control the boundary between agent-generated behavior and the rest of the world. An explainer from @hwchase17
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Token Economics: LLM Utility, Demand, Supply, Monetization
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→Token utility: the model, context length, and level of interactivity required
→ Token demand: the volume of tokens required
→ Token supply: the optimal infrastructure given the token utility and demand
→ Token monetization: cost-based and value-based pricing to maximize -
LLM Hallucinations and Visual Misinterpretation Research
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Yowza! Similar in some ways to the Stanford paper recently on LLMs hallucinating responses to images they never saw.
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Tapping Termius opens sites with Claude Code on VPS instantly
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Oh ok so it's super easy for me I just tap Termius and each of my sites is open with Claude Code open on the VPS instantly