Context Clues

Coding agents crush refactors but flail on new features when they’re kept in the dark about users, priorities, and constraints.

Hands-on keyboards stopped being the bottleneck. Product judgment, taste, and decision-speed are the new constraints, and AI can help close the gap.

Product managers are drowning in metrics and workflows, but what they really need is clarity, better tools for expressing ideas, and alignment with engineering and company decision-making.

Why missing business context wastes time and ships elegant solutions to the wrong problems.

How to pair AI code generation with business context so teams ship fast and stay aligned with product strategy.

Why AI coding assistants keep suggesting the same wrong solutions, and how context memory solves the endless repeat cycle.