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January 20, 2026
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Manchester NH
LangChain: Local LLM Orchestration
Compare building a multi-perspective LLM tool using pure Python, LangChain, and Prompt Flow to understand framework trade-offs on the same simple task.
Overview
Showing a prototype of how I am exploring LLM orchestration toolchains by building the same thing three ways: pure Python, LangChain, and Prompt Flow. The use case is a simple multi-perspective tool that sends a prompt through different ‘personality’ system prompts and captures the outputs. This is a learning spike, not a polished product—I’ll share what I built, what I learned, and where I got stuck.
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Tech stack