Halmurat T.
Halmurat T.

Senior SDET

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The Dispatch

Weekly QA notes from the trenches.

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© 2026 Halmurat T.

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Posts tagged "self-healing"

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AI Testing
October 27, 2026 / 15 min

Playwright 1.65 Quietly Changed What Agents See

Playwright 1.65 aria snapshot changes rename buttons, drop collapsed text, and block inert actions. Pin one version for tests and MCP, and diff what agents see.

Filed under ai-testing /playwright
AI Testing
September 24, 2026 / 15 min

Playwright Healer Found the Bugs, Then Skipped the Tests

Playwright's team says you're better off without the healer agent. In my demo it found both regressions, marked them test.fixme(), and the CI run exited 0.

Filed under ai-testing /playwright
Case Studies
September 15, 2026 / 15 min

A Self-Healing Locator Hid a Bug for 3 Weeks

A self healing test false positive kept our suite green for 23 days while paid checked bags vanished from real bookings. The heal log, the postmortem, the fix.

Filed under case-study /war-story
AI Testing
September 10, 2026 / 12 min

Don't Use Playwright Agents Until It's Boring

When to use Playwright AI agents: not until your suite is boring. The readiness floor nobody defends, why 200 tests is the wrong gate, and how to score yours.

Filed under ai-testing /playwright
AI Testing
August 25, 2026 / 20 min

3 AI Testing Tools Hid the Bugs I Planted (2026)

An honest AI testing tool evaluation: three self-healing tools, one enterprise suite, six planted bugs. Heal rates hit 87% — and every tool hid real ones.

Filed under ai-testing /self-healing
AI Testing
July 14, 2026 / 12 min

Put a Token Budget on Your Playwright AI Agents

Playwright's healer and generator agents loop on tokens. Without a per-PR AI token budget that fails the build, CI cost scales with flakiness, not value.

Filed under ai-testing /playwright
AI Testing
July 9, 2026 / 16 min

Run Playwright's Healer in Shadow Mode Before You Trust It

Everyone quotes a heal rate for Playwright's Healer. Nobody sourced it. Build a shadow-mode harness and measure self-healing precision on your own suite.

Filed under ai-testing /playwright
AI Testing
June 25, 2026 / 12 min

Don't Make an LLM Your Visual Regression Gate

A multimodal LLM is a great visual-regression triage tool but a dangerous merge gate. Here's where an LLM oracle earns its place in a Playwright suite.

Filed under ai-testing /playwright
AI Testing
June 16, 2026 / 12 min

Anchor AI Test Agents to the Accessibility Tree

Self-healing agents that repair Playwright tests against the DOM optimize for green, not truth. Anchor them to the accessibility tree — the contract users see.

Filed under ai-testing /playwright
AI Testing
June 16, 2026 / 11 min

Playwright's Healer Agent Will Hide Your Race Conditions

Playwright's Healer agent auto-fixes red tests to green. In a parallel enterprise suite, that's how real regressions ship silently. Here's the guardrail I use.

Filed under ai-testing /playwright
AI Testing
February 12, 2026 / 12 min

Self-Healing Locators Aren't Magic — Here's How They Work

Most self-healing test tools use simple fallback chains, not real AI. Learn the 4 approaches to AI locator repair and which one fits your framework best.

Filed under self-healing /ai-testing
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Halmurat T. — Senior SDET writing about test automation, CI/CD, and QA strategy from 10+ years in the enterprise trenches.

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