7.7From Case Study to Mainstream

What OpenObserve had to hand-build is now productized. Playwright has shipped Test Agents (planner, generator, healer) since v1.56, scaffolded with npx playwright init-agents -- a packaged version of the Code Analyzer / Test Generator / Test Fixer trio at the heart of this council. And the Flaky Detector's "run each test 5x and flag inconsistency" tactic has become the standard way to evaluate agentic systems themselves, under the name pass^k repeat-run evaluation (see Testing Agentic Systems). The case study's lasting value is not the specific agents -- it is the operating model: specialization, shared bounded state, human gates, and budgets.