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Cycle 8 retrospective (cycle-end mode): 5 tickets shipped, 17 SP, 4 batches across 1 cycle theme (strict input validation for the 4 AZ-795 child endpoints + AZ-812 region API field rename). Artifacts: - _docs/06_metrics/retro_2026-05-23_cycle8.md - _docs/06_metrics/structure_2026-05-23_cycle8.md (gap-filled; last structural snapshot was cycle 5) Key cycle-8 findings (now in _docs/LESSONS.md ring buffer): - Step-14 security-audit Medium findings under the small-fix threshold should be resolved in-cycle, not deferred (F-AZ809-1 closed in commit8fca6e0, ~30 min from discovery to fix). - Retro recommendations ship end-to-end when they name concrete tickets/files + size as a coherent cycle theme (cycle 7 Action 3 -> cycle 8 strict-validation slate, first end-to-end traceable cross-cycle improvement action in project history). - Contract wire-format updates (new required field / rename) need a ripgrep probe across all consumer paths (perf script, probe scripts, README, deploy docs, OpenAPI examples) — partial syncs surface at Step 15 perf gate (PT-06 missed AZ-809 requestMaps + createTilesZip, fixed in commit32bc5c1). Carry-overs to cycle 9: track PT-07 cache-pollution false positive (harness, not regression), reduce 3 cycles in a row of misleading "PT-07 fails on warm/cold ratio" entries in the perf report. Marks Step 17 completed; cycle 8 closed. Next /autodev invocation starts cycle 9 from Step 0. Co-authored-by: Cursor <cursoragent@cursor.com>