KP.
The Blog

Notes on Quality

Thoughts on testing, automation, AI-driven quality engineering, and leading QE teams.

Test Automation · Jul 2026

Building Test Frameworks That Scale With Your Team

What actually keeps an automation framework maintainable as the team grows from 3 to 30 — structure, ownership, and the discipline to delete tests.

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AI Quality · Jun 2026

Where AI Fits Into a Modern QE Strategy

AI won't replace your test strategy — but LLM-as-judge, change-scoped impact analysis, and good guardrails will reshape it. Where to start.

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Leadership · May 2026

Leading QE Teams Across Time Zones

Onshore–offshore QE delivery lives or dies on handoffs. A few habits that kept a distributed team shipping without follow-the-sun chaos.

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