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#strategy

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01 Jul 15, 2026 9 min read

The Test Pyramid in 2026: What's Left of It After a Decade of Microservices and Agent-Written E2E

Which floors of the classic test pyramid still make sense, where the drawing plainly lies, and what a healthy test distribution looks like in a typical web project - no dogma, just heuristics.

qa testing
Grzegorz Holak
02 Jul 8, 2026 9 min read

Risk-Based Testing in Practice: How to Decide What NOT to Test

A simple impact-times-probability matrix, a real release walkthrough where half the scope shipped without tests, and how to communicate those decisions to the business.

qa risk
Grzegorz Holak
03 Jun 22, 2026 9 min read

The Holak (and Gomulski) Scale 3.0 - fewer levels, more meaning

An update to the AI adoption maturity model, co-created with Konrad Gomulski. Version 3.0 simplifies the scale to five levels and stops treating a level as a label for a person - it moves the diagnosis onto a specific context: a task, a team, a process or an organisation.

ai adoption
Grzegorz Holak & Konrad Gomulski
04 Jun 18, 2026 18 min read

When to automate tests, and when automation is a waste of time

Test automation isn't always the right answer. Here's when it's worth automating, what to leave manual, and how to make conscious QA decisions.

qa automation
Grzegorz Holak
05 May 18, 2026 14 min read

Holak Scale v2.1e - enterprise. An AI adoption maturity model for organizations

12 maturity levels of AI in the workplace - from resistance, through agent workflows, to a purpose-built agentic OS for concrete business outcomes. Version v2.1e splits the enterprise path from the private one.

ai adoption
Grzegorz Holak & Konrad Gomulski