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Here is how to add proof by action to every pull request, with Quanta along for the ride. What you'll learn: - Why a diff review can miss a broken user journey - How the SameSite Strict and Lax cookie rules differ (MDN), and why a one-word diff can hide a broken sign-in - What Octoverse 2026 and DORA 2025 say about more change and delivery stability - What code review is actually for, and what it should not be asked to prove - How to write a Playwright test that runs the real sign-in journey - How to use Playwright traces to debug CI failures - How to run tests against each pull request preview, including on Vercel - How to keep the suite small and stable, and ask for evidence instead of a coverage number Links and resources: Read the full article: Why diff-based review misses workflow regressions: https://debugg.ai/resources/pr-looked-fine-until-login-broke-diff-based-review-misses-workflow-regressions Source: GitHub Octoverse 2026 (Oct 28, 2026) Source: DORA 2025 report announcement, Google Cloud (Sep 23, 2025) Source: Bacchelli and Bird, Expectations, Outcomes, and Challenges of Modern Code Review (ICSE 2013) DebuggAI: https://debugg.ai Chapters: 0:00 A PR that looked fine, then login broke 0:30 Diffs versus journeys 0:47 The SameSite cookie rule 1:06 More change than ever (Octoverse 2026) 1:30 What DORA 2025 found 1:59 What code review is for 2:17 Verify by action with Playwright 2:39 Traces for failures 3:07 Run it on every PR preview 3:20 Wiring it up on Vercel 3:31 Keep the suite small and stable 3:57 Pick your critical workflows 4:21 Evidence beats coverage 4:42 Sources and wrap-up https://www.youtube-nocookie.com/embed/4rAylMrJPQ4 300 2026-11-05T11:43:00-08:00 2026-11-05T20:13:13.654Z weekly 0.8 https://debugg.ai/resources/pr-previews-lie-when-your-feature-depends-on-state 2026-10-22T13:57:45.742Z weekly 0.8 https://debugg.ai/resources/pr-copilot-vs-ai-test-suites-where-to-start 2026-10-22T13:57:44.462Z weekly 0.8 https://debugg.ai/resources/why-e2e-selectors-break-self-healing-fix 2026-10-22T13:57:43.823Z weekly 0.8 https://debugg.ai/resources/wire-debuggai-into-claude-code-cursor-mcp 2026-10-22T13:57:43.133Z weekly 0.8 https://debugg.ai/resources/turn-real-usage-into-regression-tests 2026-10-22T13:57:45.100Z weekly 0.8 https://debugg.ai/resources/set-up-automatic-pr-testing-with-debuggai 2026-10-22T13:57:42.488Z weekly 0.8 https://debugg.ai/resources/your-tests-never-saw-the-feature-flag-flip 2026-10-22T13:57:41.738Z weekly 0.8 https://debugg.ai/resources/merge-queue-mirage-why-every-pr-passed-and-main-still-broke 2026-10-22T13:57:40.877Z weekly 0.8 https://debugg.ai/resources/your-staging-environment-isnt-a-user-why-preview-deploys-still-miss-real-breakages 2026-10-22T13:57:40.070Z weekly 0.8 https://debugg.ai/resources/green-pipeline-lying-agent-era-ci-cross-system-side-effect-verification 2026-10-22T13:57:30.560Z weekly 0.8 https://debugg.ai/resources/green-pipeline-trap-ai-prs-environment-parity-verification-before-merge 2026-10-22T13:57:31.368Z weekly 0.8 https://debugg.ai/resources/why-implementing-ai-is-so-hard 2026-10-22T13:57:28.988Z weekly 0.8 https://debugg.ai/resources/the-green-build-trap-ai-prs-cross-service-workflow-verification 2026-10-22T13:57:32.120Z weekly 0.8 https://debugg.ai/resources/rollback-blind-spot-ai-workflow-regressions 2026-10-22T13:57:32.941Z weekly 0.8 https://debugg.ai/resources/your-ci-is-green-because-it-never-clicked-the-button 2026-10-22T13:57:27.094Z weekly 0.8 https://debugg.ai/resources/virtual-browser 2026-10-22T13:57:18.677Z weekly 0.8 https://debugg.ai/resources/debug-modern-web-applications-practical-guide 2026-10-22T13:57:39.322Z weekly 0.8 https://debugg.ai/resources/when-tests-pass-but-users-still-fail-rethinking-debugging-and-reliability-in-ai-assisted-software-development 2026-10-22T13:57:38.451Z weekly 0.8 https://debugg.ai/resources/how-to-use-an-ai-agent-to-sort-emails 2026-10-22T13:57:28.112Z weekly 0.8 https://debugg.ai/resources/stack-trace-leaking-ai-debug-pipelines-secrets-mitigations 2026-10-22T13:57:37.667Z weekly 0.8 https://debugg.ai/resources/taming-flaky-tests-debug-ai-trace-replay-architectures 2026-10-22T13:57:36.753Z weekly 0.8 https://debugg.ai/resources/code-debugging-ai-vs-race-conditions-happens-before-evidence 2026-10-22T13:57:29.787Z weekly 0.8 https://debugg.ai/resources/rad-retrieval-augmented-code-debugging 2026-10-22T13:57:35.861Z weekly 0.8 https://debugg.ai/resources/deterministic-replay-code-debugging-ai-snapshotting-runtimes-fix-flaky-bugs 2026-10-22T13:57:34.926Z weekly 0.8 https://debugg.ai/resources/turn-your-debug-ai-into-a-real-engineer-using-mcp-to-reproduce-trace-and-patch-bugs 2026-10-22T13:57:33.994Z weekly 0.8 https://debugg.ai/debugg-ai-mcp weekly 0.8 https://debugg.ai/mcp-model-context-protocol weekly 0.8 https://debugg.ai/privacy-policy yearly 0.3 https://debugg.ai/terms-of-service yearly 0.3 https://debugg.ai/cookie-policy yearly 0.3