Summary
AI-assisted coding is now the default for most professional software work. The productive workflow — how to structure sessions, prompt effectively, and review output — is a learnable skill and the largest single productivity lever of the current decade.
Objectives
- 01State the four-part loop of the productive AI-assisted session.
- 02Distinguish tab-completion, chat, and agentic modes.
- 03Identify the tasks where AI assistance is a net loss.
The Lesson
The loop
Frame the problem. Prompt with context. Review the output critically. Iterate on the frame, not just the prompt. The most productive users spend more time on framing than typing; the least productive skip the review.
Key Ideas
- Frame, prompt, review, iterate.
- Skipped review is the fastest path to garbage in production.