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Why Most 'Agentic' Demos Fall Apart on a Real, Messy Codebase

An architectural guide to why AI coding agents fail on real legacy codebases in 2026. Learn Tree-sitter dependency graphs, type-check loops, and context scoping.

Sachin Sharma
Sachin SharmaCreator
Aug 1, 2026
4 min read
Why Most 'Agentic' Demos Fall Apart on a Real, Messy Codebase
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An architectural guide to why AI coding agents fail on real legacy codebases in 2026. Learn Tree-sitter dependency graphs, type-check loops, and context scoping.

Agentic AILegacy CodeRefactoringTree SitterSoftware ArchitectureTypeScript
Sachin Sharma

Sachin Sharma

Software Developer & Mobile Engineer

Building digital experiences at the intersection of design and code. Sharing weekly insights on engineering, productivity, and the future of tech.

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