smolagents has code execution in @e2b sandboxes Docs here:
@aymericroucher
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Gemini 2.0 Flash creates a very French version of Starship launch
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"Gemini 2.0 Flash, here's a picture from the launch of Starship. Make a French version, the frenchiest version you can possibly french" It went quite well
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Gemini 2.0 creates toy car blueprint from photo, measurements made up
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Me: "Here's a car photo, please help me make a blueprint to print a toy model for my nephew". Gemini 2.0 Flash Experimental: "sure, here's your blueprint"
Measurements are made-up but this drawing precision -
ToolCallingAgent requires tool call; vLLM must integrate
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More context: in ToolCallingAgent, smolagents always needs a tool call, so removing the necessity of calling a tool would just break the lib's logic. Indeed this is on vLLM's side to integrate!
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smolagents 1.11.0 adds VLLMModel class for local inference
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smolagents now support vLLM! As one of the most popular local inference solutions, the community had been asking us to integrate vLLM: after a heavy refactoring of our LLM classes, we've just released smolagents 1.11.0, with a brand new VLLMModel class. Go try it and tell us
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New Agentic Leaderboard Ranks LLMs for Agents
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Our new Agentic leaderboard is now live! I've long wanted a way to quickly know which LLM is best for powering agents. So we've just built a leaderboard with Albert Villanova! This ranks LLMs powering a smolagents CodeAgent on subsets of various benchmarks. GPT-4.5
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Safe Execution of LLM-Generated Code by Agents
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Agents executing LLM-generated code safely, it's possible!
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Debugging agents with tracing and LLM-judge systems
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How do I debug my agent? You can trace your agent run for later inspection, for instance using @ArizePhoenix
. @JohnGilhuly and team have just made a blog post explaining how to instrument a smolagent run, and how to setup LLM-judge systems. Should be mandatory reading for -

Hugging Face Agents Course Unit 2: Leverage SmolAgents for Party Organization!
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Today we launch unit 2 of the @huggingface agents course! Alfred needs your help! He’s organizing a party at the Wayne manor, and he’s completely overwhelmed by his tasks! You’ll learn how to leverage smolagents to organize the party:
⏵ Build code agents
⏵ Create tools
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Claude uses multi-step trajectories, looking forward to trying
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New Claude seems to make good use of multi-step trajectories, looking forward to trying it!