Show HN: A new technique for LLM tool calling and OSS library for it
charlielidbury Tuesday, December 16, 2025
If agent's tools are exposed as functions/objects in a Python REPL (as opposed to JSON schemas) they perform better, I linked the explainer article we wrote, but if you want to jump straight in check out the docs! https://docs.symbolica.ai/
Summary
The article explores the potential of Agentica, an AI system that goes beyond traditional code-based approaches, offering a novel approach to problem-solving by utilizing natural language and visual inputs to generate solutions. It highlights Agentica's ability to tackle a wide range of tasks, from software development to creative endeavors, and its potential to revolutionize how humans interact with and leverage AI technology.
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Summary
symbolica.ai