LEARN. PRACTICE. GROW.Concept and mechanism
A work review helps only when observed results can influence choices. Consider a team improving file transfers. Code passes planned tests, but APS takes too long to identify the failed file. A need discovered during use merits analysis even if it was absent from the first request. A small diagnostic improvement may produce feedback earlier than a full rewrite. Openness helps expose limitations; respect allows questioning evidence without attacking people. Commitment to an objective does not require defending a forecast that is no longer plausible. Planning remains necessary, together with assumptions that make it useful.
Guided application
Follow a change from request through operational use. If the team writes code but waits in a testing queue with no agreed capacity, identify the dependency before declaring autonomy. External specialists can collaborate; the issue is how to complete and verify the result. For an unfamiliar integration, propose a bounded experiment, explain the uncertainty it should reduce, and revisit the forecast afterward. Do not turn estimates into promises merely to fill a dashboard. In the recovery example, a green report should distinguish completed installation from a pending rehearsal. That distinction lets business and production decide using the same information.
An error message may be technically correct yet insufficient to diagnose a daily-close incident.
Common pitfalls
Confusing code with outcomes; treating later feedback as invalid; hiding assumptions; inspecting without considering adaptation.
Related topics: Facilitation, coaching, and impediments · PI Planning, capacity, and dependencies
Make actual capability observable and use feedback to choose the next step.
Reference: The Scrum Guide · AI-Empowered SSM; official exam guide August 11 2026