Practical mentoring for engineers and QA teams moving toward senior-level impact

Why this mentoring is different

Testing advice grounded in real product engineering

I am a test engineer with strong hands-on engineering experience beyond test automation. I have built frontend and backend applications, worked in startup-style stacks, and spent years in enterprise engineering environments such as Ocado.

That matters because quality problems rarely live only in the test suite. They sit between product code, architecture, CI/CD, review habits, team constraints, and the feedback loops engineers use every day.

I am also deeply involved in the AI engineering shift. I work with Codex, GitHub Copilot, Claude Code, and Cursor, and I have followed this transformation from the beginning. The goal is not to chase tools, but to use them with context, review discipline, and repeatable engineering habits.