Building a Hard Gate for AI Agents: How kern Maps Code Repositories Without Network Latency or Cost

Описание и применение

<p><em><strong>Subtitle</strong>:</em> How to give Claude, Cursor, and Ollama a crystal-clear map of your codebase using AST analysis, 100% locally and privately.</p> <p><em><strong>Introduction</strong> :</em><br> We’ve all been there: you open up an AI coding agent like Claude or a local Ollama instance, drop in a code file, and ask for a refactor. The LLM hallucinates a dependency that doesn’t exist or forgets the architecture boundaries of your project. To fix it, you end up copy-pasting half your codebase, burning through thousands of API context tokens, and paying heavily for it.</p> <p>

Задача

<p><em><strong>Subtitle</strong>:</em> How to give Claude, Cursor, and Ollama a crystal-clear map of your codebase using AST analysis, 100% locally and privately.</p> <p><em><strong>Introduction</strong> :</em><br> We’ve all been there: you open up an AI coding agent like Claude or a local Ollama instance, drop in a code file, and ask for a refactor. The LLM hallucinates a dependency that doesn’t exist or forgets the architecture boundaries of your project. To fix it, you end up copy-pasting half your codebase, burning through thousands of API context tokens, and paying heavily for it.</p> <p>

Результат

<p><em><strong>Subtitle</strong>:</em> How to give Claude, Cursor, and Ollama a crystal-clear map of your codebase using AST analysis, 100% locally and privately.</p> <p><em><strong>Introduction</strong> :</em><br> We’ve all been there: you open up an AI coding agent like Claude or a local Ollama instance, drop in a code file, and ask for a refactor. The LLM hallucinates a dependency that doesn’t exist or forgets the architecture boundaries of your project. To fix it, you end up copy-pasting half your codebase, burning through thousands of API context tokens, and paying heavily for it.</p> <p>

Доказательства

Building a Hard Gate for AI Agents: How kern Maps Code Repositories Without Network Latency or Cost

Источник