Specify. Direct. Validate.

The loop that replaces reactive prompting. Write the spec, direct the agent against it, validate the output — then fix the spec, not the code.

• Fix the Spec, Not the Code

  AI doesn't misunderstand requirements. It fills in gaps. Silently. Confidently. At scale.

  April 10, 2026 · Specify. Direct. Validate.