Beyond grep: The case for context-rich AI coding harnesses

Recent advances in AI-assisted development are increasingly focused on the software that manages large language models, not just the models themselves. The head of product for Anthropic's Claude Code, Cat Wu, discussed the company's approach to building a context-rich AI coding harness. This shift highlights the growing importance of tooling that goes beyond simple pattern matching like grep to support more sophisticated AI-driven workflows.