I recommend you try Suno: If you are a musician, you should not be fooled. This tool produces music more innovative than 90% of the award-winning artists at the Victoires de la musique.
@aymericroucher
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Engines replaced horses without AGM, just doing expected work
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The engines of the 20th century didn't need reaching AGM (Artificial General Motricity) before replacing horses at work : they only needed to effectively achieve what was expected of horses on fields.
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Asking for error traces on CORE-Agent performance plateau
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Super interesting! I'd love to see why performance starts plateauing with CORE-Agent even with better models – do you have some error traces to share?
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Veo 3.1 vs Veo 2: 10 months of video generation progress
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Amazing progress in video generation, in 10 months:
— m_ric (@AymericRoucher) 3 décembre 2025
Veo 3.1 (Oct '25) || Veo 2 (Dec '25) pic.twitter.com/SGaRWJ366gAmazing progress in video generation, in 10 months: Veo 3.1 (Oct '25) || Veo 2 (Dec '25)
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AGI: imperfect concept, horizon of autonomy as best metric
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AGI is a flawed concept, cf this great visualization.
If the question is "when will AI beat us on every metric", it's very reductive. It overlooks the already superhuman potential of AI in most areas A much better metric of AI power is the "time horizon of autonomy" proposed by -
Recommends paper as great intro to tabular foundation models
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Really recommend their paper, it's a great intro to tabular foundation models:
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TabPFN-v2 could replace XGBoost and Random Forest
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Anyone heard of TabPFN-v2?
Soon the end for XGBoost and Random Forest -
Tool calling in natural language could control a fire truck
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We have tool calling. It works in natural language, and could be used to control a fire truck
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Astonishing LLM progress: opportunity landscape changes in 6 months
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LLM progress keeps its astonishing pace! I'm reminded of Adobe founder Charles Gerschke saying "shoot where the duck is going to be"
In 6 months, thanks to AI, the opportunity landscape will be vastly different from today. -
Couldn’t find option in ChatGPT app or HuggingChat
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Maybe! But couldn't find an option to do it in my normal ChatGPT app
Nor in HuggingChat!