Matt Pocock

When AI-generated code proliferates in a codebase, cognitive debt accumulates quickly. A practical mitigation strategy is to separate concerns clearly: humans design the interface (contracts, boundaries, signatures) while delegating the implementation details to AI. This keeps the codebase navigable and maintainable by ensuring humans retain ownership of the structural decisions that matter most.