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Agents/Ars Technica AI/July 20, 2026 at 11:20 AM

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

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

Agents / Ars Technica AI
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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. Read full article Comments