AI-assisted dev workflow (spec-first)

Pillar: This post anchors the workflow topic cluster. Define the outcome first, then use AI to get there.

Why spec-first

When you start with a clear spec (what the system should do, acceptance criteria, boundaries), AI tools like Cursor and Copilot can generate code that matches intent. Without a spec, you get something fast—but not necessarily the right thing.

What we teach

• Spec-first workflow: Write a short spec or ticket before coding; use it as the source of truth for prompts and PR review.
• Human-in-the-loop: See Human in the loop—approvals and checks before merge.
• Evaluation: Use evaluation harnesses to measure whether outputs meet the spec.

Related cluster posts: Cursor rules, Copilot PR review, Spec-first in practice.