If your team wants Deep Agents with a managed execution infrastructure by LangSmith, Managed Deep Agents is the fastest path forward. Keep the agent definition in your repository, then use the API to create and operate managed agents in
MACHINE LEARNING
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New AI model spots fake images with less training
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Grounded in reality, new #AI model spots fake images with less training
by Beth Miller @TechXplore_com Learn more: https://
bit.ly/4xvLCDR #ArtificialIntelligence #MachineLearning #ML -
Concretize the wall as entelechy to make it real and falsifiable
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But the wall cannot be an indefinite entelechy. It must be concretized to make it real and falsifiable. We start by saying: 'the models approach a wall because they will not be able to do…' and with this we will see if it is real or not.
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Criticism of those who denied models would improve
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"because after the event, everyone is a sage. You are doing the same." No, friend, it doesn't work like that. Here, at every point along the way for several years, we have had people denying that the models would improve further, seeing invisible walls. If it had depended on them, they would not have…
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Model generalizes to unseen harness during training
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Fun fact: this model has never seen this harness during training, this is pure generalization. https://t.co/P8hmXZZvuf
— Maxime Labonne (@maximelabonne) 10 juin 2026Fun fact: this model has never seen this harness during training, this is pure generalization.
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WaDi: One-step image generation with better quality than multi-step diffusion
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What if you could generate an image in one step with better quality than multi-step diffusion models? Researchers from Nankai University, Nanjing University, and NKIARI present WaDi. They discovered that during distillation, weight direction changes matter far more than
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Train LLM from scratch GitHub repo and AI newsletter summary
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Repo: https://
github.com/FareedKhan-dev
/train-llm-from-scratch
… Check out https://
alphasignal.ai/newsletter to get a daily summary of the latest
breakthrough news, models, papers and repos. Read by 300,000+ devs. -
Open-source repo shows how to train ChatGPT-like LLM
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Someone open-sourced every secret step that turns a model into ChatGPT. Most LLM tutorials stop at the architecture diagram. This open-source repo goes from raw data to a working model. You can train your own LLM on a single GPU. It builds a transformer from scratch in
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A single Claude replaces all Cédrics and Régis
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They will replace all the Cédrics (and the Régis) with a single Claude.
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GPT 5.6 needs to match Fable without being nerfed
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All GPT 5.6 needs now is to be in the same ballpark with Fable and not catastrophically nerfed.