“Motion” isn’t enough. Project MotionFlow will use edge AI to detect activity — sitting, lying down, walking — and power smarter home automation for platforms like @Home_Assistant and @NodeRED . Local cameras. No cloud. Real context. https://
eu1.hubs.ly/H0qz-Lp0
#SmarterSpaces
OPEN SOURCE
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MotionFlow: Edge AI for Smart Home Activity Detection
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Open-Weight Models Build CLI Runner Autonomously Without Human Intervention
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Open-weight models just built a 20-feature CLI runner autonomously! Kilo Code tested MiniMax M2.1 and GLM 4.7 by having them build a complete CLI task runner from scratch. Both models succeeded. No human intervention for 10-14 minutes straight. The test was realistic: build a
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Implications cascade: inference hardware, reasoning strategies, open-source rise
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The implications cascade: – Inference hardware becomes more valuable than training clusters
– Optimization shifts from pre-training to reasoning strategies
– Model size matters less than inference efficiency
– Open-source models compete with closed frontier models The playing -

Google adds interactive steps to Opal agent builder
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Google is working on new interactive steps for its Opal agent builder, which will allow builders to choose between Chat and Interactive UI options. This will allow Opal and Gemini agents to request additional context from users when needed.
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Open-Source Coding Agents Meeting Highlights Community
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Was fun to meet @thdxr @opencode today. Let’s go open-source coding agents!
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Salesforce joins Hugging Face as major enterprise customer
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Excited to welcome @salesforce as our latest enterprise customer! Already massive contributions (180 public models like Blip) and can't wait for what they'll do next! https://
huggingface.co/Salesforce -

Startups and Medium-Size Tech Companies in Open-Source AI
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What is needed for startups and medium-size tech companies to contribute to open science and open-source AI more? When thinking about open-source, people usually think about big tech or academia but in my opinion, startups and medium-sized tech companies could be massive
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Top Trending Model on Hugging Face Platform
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Top trending model on HF for the past few days! https://t.co/nXICZFlqbe
— clem 🤗 (@ClementDelangue) 14 janvier 2026Top trending model on HF for the past few days!
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Jamba2 Achieves Competitive Hallucination Rate on HHEM Leaderboard
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New benchmark signal: Jamba2 places high on @vectara
's HHEM leaderboard for hallucination rate competitive with open models in its size class. Check out the leaderboard: https://
huggingface.co/spaces/vectara
/leaderboard
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Community calls for increased open-source support
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Thanks! We need more support for open-source!