// Hacker Noon · 11 June 2026

LLMs Shouldn’t Do Math: Why Your Agents Need Classical ML Tools

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 .joblib artifacts...

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