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Agentic Coding

Your agent is only as good as its tools

Published 7 Aug 2026 · 1 min read

By Pavan Jegurupati, Founder, InferLearn

Generated cover - bone stacked bars in the InferLearn palette above a pixel band

Granularity decides everything

A tool that does too much forces the model to guess. A tool that does too little forces it to plan five steps ahead. Both fail, differently.

Errors are prompts

Every error string your tool returns is a prompt you did not realise you were writing. "Invalid input" teaches the model nothing.

Make the wrong call impossible

The best fix is usually not a better description. It is a schema where the wrong call cannot be expressed.

Taggedagentstoolsapi-design

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