Find the friction
Examine where delivery slows down, which information is repeatedly reconstructed, and where AI can reduce friction without obscuring accountability.
Design the workflow
Connect tools, conventions, review points, and team habits into a workflow that helps people reason and move faster. The harness around the coding agents holds the instruction files, skills, spec templates, and test gates.
Make it durable
Introduce guardrails, evals, quality checks, feedback loops, and clear ownership so new speed does not create future rework.
AI-assisted, not engineering on autopilot
The objective is not to automate every development decision. It is to give a lean product team better leverage while preserving the engineering practices that make software reliable: context, review, tests, observability, and accountable ownership. The same approach runs from agents that write code behind human approval gates to a dark factory, where specs and scenario tests decide what ships.