Home / Applied AI / 01. AI Engineering / 20. Engineering Leadership Judgment Engineering Leadership Judgment¶ The chapters in this module, in reading order. # Chapter 00 Engineering Principles — The Five-Year-Old Version 01 Sprint Chaos Without Principles — Heroic starts, cursed endings 02 Build, Buy, or Fine-tune — The classic captain decision 03 Reversibility and One-Way Doors — Speed where rollback is cheap 04 Decision Records and ADRs — The ship's log remembers 05 Three Quality Layers — one ship, three instruments 06 Observability & Error Budgets — instruments plus rules for sailing 07 AI Technical Debt — the silent bill below the deck 08 AI Code Review — review behavior, not just syntax 09 Sprint Planning for Research-Heavy AI Work — Plan the unknown without pretending it is known 10 Stakeholder Communication — Same signal, different language 11 Managing Expectations — Keep trust alive by naming limits early 12 Honest Admission — Good principles guide; they do not erase hard tradeoffs