--- # edu-brtk title: 'Write §14: Exercise 5 — 1000 self-play games; observe improvement' status: completed type: task priority: normal created_at: 2026-03-13T20:03:17Z updated_at: 2026-03-16T01:40:32Z parent: edu-coqp --- Capstone exercise: run the full self-play loop for 1000 games; plot win-rate over iterations; discuss what worked and what didn't. ## Summary of Changes\n\nWrote full content for §14: Exercise 5 — the capstone exercise running 1000 self-play games, tracking diagnostics, validating convergence to perfect play, and providing next steps for further learning.