I advise you to read the paper, it's a great overview of the kind of assistants that we'll get in the short future!
https://
huggingface.co/papers/2502.14
776
…
Their website shows examples of generated surveys http://
surveyx.cn
@aymericroucher
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Overview of future assistants and generated survey examples
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SurveyX automatically writes academic surveys indistinguishable from human-written
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Now there's a Deep Research for academia: SurveyX automatically writes academic surveys nearly indistinguishable from human-written ones! Research surveys, go in two steps, preparation (collect and organize papers) and writing (outline creation, writing, polishing).
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32B model with 817 examples beats o1-preview on math reasoning
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Less is More for Reasoning (LIMO): a 32B model fine-tuned with 817 examples can beat o1-preview on math reasoning! Do we really need o1's huge RL procedure to see reasoning emerge? It seems not.
Researchers from Shanghai Jiaotong University just demonstrated that carefully -
smolagents memory documentation: replay, callbacks, step control
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Over time, we've added many memory-related mechanisms to smolagents.
Now I've just made a dedicated documentation page! This explains how to replay the agent's memory, use step_callbacks to dynamically change it, or run an agent step by step to have full control over memory. -
New smolagents Feature Enables Sharing AI Agents with Chat Interface
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We've just released the coolest feature ever in smolagents: you can now share agents to the Hub! And any agent pushed to Hub get a cool Space interface to directly chat with it. This was a real technical challenge: for instance, serializing tools to export them meant that
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Trick to Discuss GitHub Repos with Large Language Models
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For those who haven't come across it yet, here's a handy trick to discuss an entire GitHub repo with an LLM: => Just replace "github" with "gitingest" in the url, and you get the whole repo as a single string that you can then paste in your LLMs
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2025 Will Be the Year of AI Agents Progressing Rapidly
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"2025 will be the year of AI agents": here are numbers to support this wide-spread statement. I've plotted the progress of AI agents on GAIA test set, and it seems they're headed to catch up with the human baseline in early 2026. And that progress is still driven mostly by the
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The rising interest in building open AI agents
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The interest in building open agents is just wild!
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Smolagents gains significant traction with open replication of Deep Research
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Wow, smolagents got 3,000+ GitHub stars over the last week!
Our open replication of Deep Research drew significant traction.
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Performance evaluation of reasoning models on agentic data science tasks
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Adyen's new Data Agents Benchmark shows that DeepSeek-R1 struggles on data science task! How well do reasoning models perform on agentic tasks? Until now, all indicators seemed to show that they worked really well. On our recent reproduction of Deep Search, OpenAI's o1 was