A new discipline is emerging in AI-assisted engineering: instead of prompting an agent yourself, you build a loop that prompts it for you. Here's what loop engineering actually is, where it came from, and when it's worth adopting on your team.
Anthropic's Claude Opus 4.8 ships with Dynamic Workflows — a system where one Claude orchestrates up to 1,000 parallel subagents in a single session. The Bun-to-Rust port in 11 days is the proof of concept. Here's what this means for real engineering teams.
GPT-5.4 scored 75% on OSWorld-Verified, surpassing human baseline of 72.4%. Here's what this means for developers building agentic systems in 2026, with real API examples and architectural patterns.
A practical, hands-on guide to Appium 2.x mobile test automation. From zero setup to CI/CD pipelines -- everything a manual QC tester needs to start automating mobile tests on Android and iOS.
A practical guide to Microsoft's Playwright CLI for QA testers transitioning from manual to automated testing. Learn why CLI beats MCP, setup from scratch, core commands, and real-world workflows.
The definitive guide to building AI Skills across Claude Code, GitHub Copilot, and Google Antigravity. Architecture deep-dive, SKILL.md standard, diagrams, practical examples, and best practices.
Learn how to set up Nanoclaw as your personal AI home assistant across WhatsApp, Telegram, and Discord — plus top optimization tips to get the most out of it.
The ultimate reference for test automation with AI. Comprehensive checklists covering mindset, Playwright setup, Page Objects, BDD, AI tools, prompt engineering, team collaboration, metrics, and common pitfalls. Part 10 of the QC team's guide to automation with AI.
Supercharge your SEO with AI tools and automation. Complete guide to using AI for keyword research, content optimization, link building, technical SEO, reporting, and prompt engineering for SEO teams. Part 9 of the SEO Leader's Complete Playbook.
Move beyond vanity metrics. Learn to track test coverage, defect escape rate, flakiness, and automation ROI. Build a quality dashboard and run retrospectives that drive real improvement. Part 9 of the QC team's guide to automation with AI.
A practical guide to Dev-QC collaboration on test automation: task splitting, repo structure, code reviews, PR workflows, handling broken tests, and building a Definition of Done. Part 8 of the QC team's guide to automation with AI.
5 proven prompt patterns for generating high-quality Playwright tests with AI. Learn to control AI output, review generated code, avoid common mistakes, and build reusable prompt templates. Part 7 of the QC team's guide to automation with AI.
A hands-on comparison of three AI tools for test automation. See how Claude Code with Playwright MCP, GitHub Copilot, and Antigravity each approach the same test scenario, with setup guides and decision matrix. Part 6 of the QC team's guide to automation with AI.
How to write automated tests in Given/When/Then syntax that anyone can read. Set up Cucumber with Playwright, write feature files, build step definitions, and create living documentation. Part 5 of the QC team's guide to automation with AI.
Level up from basic tests to maintainable automation with Page Object Model, custom fixtures, data-driven testing, network mocking, and debugging strategies. Part 4 of the QC team's guide to automation with AI.
Everything you need to know about Claude Skills: structure, the P-T-C-F framework, 5 ready-to-use skills for developers, marketers, and writers. Copy-paste code included.
A zero-assumption walkthrough for manual testers writing their first automated test. Install Node.js, set up Playwright, understand locators, write real tests, and debug failures. Part 3 of the QC team's guide to automation with AI.
A step-by-step framework for planning test automation across web apps, APIs, mobile, and legacy systems. Learn what to automate first, how to estimate ROI, and how to present your automation plan to stakeholders. Part 2 of the QC team's guide to automation with AI.
Why automation doesn't replace manual testers — it empowers them. A practical guide to shifting your mindset, leveraging your existing skills, and building a 90-day learning roadmap. Part 1 of the QC team's guide to automation with AI.
Writing custom skills with SKILL.md, slash commands, the official and community skill repos, GitHub PR automation with @claude mentions, GitHub Actions integration, and team workflow patterns.
What MCP is, how to configure servers in .mcp.json, the top servers by category (GitHub, Playwright, databases, search, design, cloud), performance pitfalls, and why you should limit yourself to 2-3 per project.
Setting up Playwright MCP with Claude Code to build an AI-powered test automation framework for a Next.js app. Complete guide covering Page Object Model, custom fixtures, network mocking, CI/CD integration, debugging, and AI prompting best practices. Part 1 of a series on quality engineering in the AI era.
A complete guide to connecting Jira, Linear, GitHub, and Playwright MCP servers with Claude Code to auto-generate BDD tests from ticket acceptance criteria, execute them against a live app, and report results back.
How I set up Moltbot — the open-source personal AI assistant — to automate code reviews, deployments, monitoring alerts, and daily standups. A practical guide for developers who want AI that actually does things.
Get notified when I publish new posts on AI, .NET, cloud architecture and more.
