In this episode of Free Form AI, we explore how AI coding assistants are reshaping the development workflow. From spotting bugs that slip past human review to writing context-aware tests and reviewing entire PRs, these tools are changing how engineers build software. We break down the “secret sauce” behind how they scan a repo with targeted search commands, keeping context focused and results accurate without overwhelming the model. The conversation also tackles the trade-offs, from productivity gains to the risk of skill decay and what this means for the future of engineering.

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