Why AI coding tools need more than grep: The case for context-rich development harnesses

Many recent advancements in AI-assisted coding have focused on the software managing AI models rather than the models themselves. In a recent interview, Claude Code's product lead, Cat Wu, discussed Anthropic's approach to building this software. The article argues for a shift from simple search tools like grep toward more context-rich AI coding harnesses that better support developers.