Writing custom JSON parsers and Pydantic validation scripts to connect classical ML models to agent frameworks like LangGraph or CrewAI is a massive time sink. This article shows how to eliminate that boilerplate using predikit, a lightweight Python library that turns local . pkl or .

Source: [HackerNoon](https://hackernoon.com/llms-shouldnt-do-math-why-your-agents-need-classical-ml-tools?source=rss)

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