Technology Jul 20, 2026 · 1 min read

Beyond grep: The case for a context-rich AI coding harness

Augment Code's Vinay Perneti talks models, harnesses, and context.

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Ars Technica
by Samuel Axon
Beyond grep: The case for a context-rich AI coding harness

There are a lot of AI coding applications out there, and as impressive as large language models and the agents they enable have become, many of the most recent developments in AI-assisted development have been in the software that manages those models, not just the models themselves.

Earlier this summer, I spoke with the head of product for Claude Code, Anthropic's Cat Wu, about that company's approach to building that software.

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This article was originally published by Ars Technica and written by Samuel Axon .

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