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Your AI Agent Is Failing Because of Context, Not the Model

 Level Up Coding

One thing that I would say with my many years of experience in building AI systems is that Contexts are underrated. It is clearly affecting the way your RAG or AI Agents perform. We spend so much time...

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Using AI to Map Legacy and Inherited Code

 Level Up Coding

One of the ways I’ve been using AI recently is code mapping and documentation, particularly to quickly understand a new codebase. It might not come as a surprise that LLMs seem to be quite good at thi...

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Beyond Binary: A Ternary Router for the LLM Reasoning Cliff

 Level Up Coding

TL;DR: We built a router that sends queries to three lanes — weak model, strong model, or weak model + code execution — achieving 91.7% routing accuracy while cutting costs by 40%+ compared to always ...

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