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QA insights written by engineers

Straight talk on shipping quality software

Practical, honest writing about manual and automated testing, QA strategy, and what actually happens inside embedded QA engagements. No fluff, no theory nobody has tried.

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QA Strategy articles

QA strategy articles on test planning, coverage models, shift-left and shift-right testing, and how QA maturity gets built as an engineering team grows.

QA Strategy

QA Process Setup for Series A Startups

The order to build QA process in at Series A, what to test first, when automation actually earns its place, and what good looks like by day 90.

Mohammad Khan · August 24, 2026 · 9 min read

QA Strategy

QA Maturity Model: Where Does Your Team Sit?

A five-stage QA maturity model to place your team honestly, how to self-assess without the usual blind spots, and what moving up a stage takes.

Muhammad Ali · August 24, 2026 · 9 min read

QA Strategy

QA in Agile Sprints Without Slowing Down

QA in agile works when it is embedded from day one. Where testing belongs in the sprint, the mistake that causes slowdowns, and what changes.

Muhammad Ali · August 24, 2026 · 9 min read

QA Strategy

QA Strategy for AI-Generated Code

AI coding assistants are shipping more code, faster, than most QA processes were built for. What a strategy needs to change, and what stays the same.

Mohammad Khan · August 24, 2026 · 8 min read

QA Strategy

Shift-Left vs Shift-Right Testing

Shift-left catches defects before release, shift-right catches what only shows up in production. What each actually covers, and why teams need both.

Muhammad Ali · August 24, 2026 · 8 min read

QA Strategy

AI Code Review Habituation: Why Scrutiny Drops

The more AI-generated code a team reviews, the less carefully they look at it. What habituation is, the numbers behind it, and how to counteract it.

Mohammad Khan · August 31, 2026 · 10 min read

QA Strategy

Quality Gates for AI-Generated Code

A green build is not a quality gate. What actually makes a gate for AI-generated code credible, what it needs to check, and who should own it.

Muhammad Ali · August 31, 2026 · 10 min read

QA Strategy

Risk-Based Testing: What to Prioritize

A practical framework for scoring likelihood and impact, a full worked example, and a clear read on when risk-based testing earns its place on your team.

Muhammad Ali · September 4, 2026 · 12 min read

QA Strategy

QAOps: What It Is and How to Start

QAOps embeds quality assurance directly into the CI/CD pipeline instead of running it beside one. Here is what the practice looks like and how to start.

Muhammad Ali · September 15, 2026 · 6 min read

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