Kent C. Dodds

Week 3 · Product

Nov 9 – Nov 15, 2026

Direct AI toward meaningful system changes and verify what ships.

product mechanics → intent → development → verification → learning

Deliver quality software at AI leverage. Official

Full lessons are available below. The original outline goals and exercises remain for reference and retain their Inferred badges.

Week source links
Lesson 1 · MON · NOV 9, 2026Official

Mechanics Behind Product Engineering

Key concepts

  • Shift
  • Ownership
  • Judgment
  • Systems Thinking
  • Leverage

Goals

  • Explain shift and ownership as they apply to working with agents Inferred
  • Apply judgment, systems thinking, leverage in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Shift' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Leverage' and verify it with a repeatable check Inferred

Sources

Lesson 2 · TUE · NOV 10, 2026Official

Translating Intent into Agent Work

Key concepts

  • Intent
  • Context
  • Requirements
  • Specifications
  • Decomposition
  • Evaluation

Goals

  • Explain intent and context as they apply to working with agents Inferred
  • Apply requirements, specifications, decomposition, evaluation in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Intent' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Evaluation' and verify it with a repeatable check Inferred

Sources

Lesson 3 · WED · NOV 11, 2026Official

AI-Native Product Development

Key concepts

  • Exploration
  • Planning
  • Execution
  • Feedback
  • Engineering
  • Delivery

Goals

  • Explain exploration and planning as they apply to working with agents Inferred
  • Apply execution, feedback, engineering, delivery in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Exploration' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Delivery' and verify it with a repeatable check Inferred

Sources

Lesson 4 · THU · NOV 12, 2026Official

Verifying Product Outcomes

Key concepts

  • Acceptance
  • Review
  • Verification
  • System Diff
  • Quality Gates

Goals

  • Explain acceptance and review as they apply to working with agents Inferred
  • Apply verification, system diff, quality gates in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Acceptance' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Quality Gates' and verify it with a repeatable check Inferred

Sources

Lesson 5 · FRI · NOV 13, 2026Official

Products That Learn After Release

Key concepts

  • Signals
  • Observation
  • Synthesis
  • Decisions
  • Feedback Loops

Goals

  • Explain signals and observation as they apply to working with agents Inferred
  • Apply synthesis, decisions, feedback loops in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Signals' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Feedback Loops' and verify it with a repeatable check Inferred

Sources