Gemma 4 31B is one of the strongest open models available today. And it's running fastest on SambaCloud. According to @ArtificialAnlys
, SambaCloud delivers Gemma 4 31B over 30% faster than the next provider. Why devs care: -89.2% AIME 2026
-80.0% LiveCodeBench v6
-Native
OPEN SOURCE
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SambaCloud runs Gemma 4 31B 30% faster than others
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Open weights frontier models may cease due to regulation or corporate closure
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I honestly don't understand the assumption that there will be continued open weights models. At some point, China will regulate release of Mythos-class models or the companies making open weights models will switch to closed. There will still be open weights, just not frontier.
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Argument for continued open frontier models: profitability and safety
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Has anyone clearly laid out an argument for continued availability of frontier open weights models that are (1) profitable for firms to distribute free as costs rise & (2) safe enough post-Mythos that governments will not intervene to stop their nations labs from distributing?
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GoalOS-native α‑AGI Ascension using AGIALPHA GitHub repository
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GoalOS-native α‑AGI Ascension using AGIALPHA GitHub : https://
github.com/MontrealAI/goa
los-agialpha-ascension
… #AGIALPHA #AGIAscension -
Forgiveness attitude threatens open-source AI survival
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Of course! This “all forgiven, all forgotten” attitude is not gonna be any good for Opensource AI to survive.
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Open source AI won’t win with mildness
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As everyone should be Opensource AI isn’t going to win with mildness
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Forgive and forget attitude harms open source AI survival
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This “all forgiven, all forgotten” attitude is not gonna be any good for Opensource AI to survive
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50+ free open-source AI Agent and RAG apps
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Also check out Hands on AI Engineering! 50+ AI Agent & RAG apps. 100% free and Open source.
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Jack Dorsey’s $40B Payments Company Open Sources AI Agent Goose
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A $40 billion payments company gave away its internal AI agent for free. Most AI agents lock you into one model or vendor. Switching providers usually means rebuilding your whole setup. Jack Dorsey's $40B company open sources an AI agent called goose. It takes a different
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Step-by-step repo to build and train a transformer LLM from scratch
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Train your own LLM from scratch! A step-by-step repo that walks you through building and training a transformer model from scratch using PyTorch. From downloading training data all the way to generating text. The architecture is built from the ground up following the original