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We will need to add agentic tool-calling capabilities to Jupyternaut by v3.0.
I've explored using Pocketflow in this PR, prior to the codebase split: jupyterlab/jupyter-ai#1479
Piyush noted that we may be able to simplify the flow here by leveraging a more fully-featured agent framework. Notably, Agno and Langgraph are well-maintained and see much higher usage than Pocketflow. These options may prove to be better suited to our needs in the long term.
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