AI is used as a practical engineering tool for planning, prototyping, code exploration, review prep, documentation, and reducing toil. The goal is better engineering judgment, not replacing engineering judgment.
Prototype and explore
Use Codex, Copilot, Cursor, and Claude Code to prototype, debug, refactor, and understand unfamiliar code.
Clarify fuzzy ideas
Turn vague goals into options, risks, tasks, design choices, and next-step plans.
Prepare better reviews
Surface edge cases, test ideas, and clear diff summaries before decisions get rushed.
Reduce explanation toil
Draft and improve technical docs, onboarding notes, and explanations for teams.