Tech & AI Blog

This is where I write long-form about agentic engineering and generative AI. The posts here go deep: what is actually changing in how we build software, where the frontier labs are placing their bets, and what works (and what does not) when you put these tools into production.

If long-form is more than you have time for, I keep two shorter habits.

The Agentic Engineer Weekly is my newsletter, published every week and archived in its own newsletter section. One week, one read: what shifted and why it matters for builders.

I also post on LinkedIn almost every day. Shorter takes, faster reactions, more of the lived-experience side of the work. Follow me there if you want my thinking close to real time, between the long-form pieces here.

Everything below is the long-form archive only. Agentic engineering, MCP, model strategy, testing automation, and a few opinionated takes on how AI is reshaping the software engineering craft. Newest first.


For older content, mostly testing automation topics (Selenium, Playwright, BDD, QA frameworks) from 2018 to 2023, I used to write on Medium. That archive is still public if you are looking for legacy posts. I do not publish there anymore.

AI Is Downstream of Context
Latest · Jun 7, 2026 · 21 min

AI Is Downstream of Context

Why connected tools beat smarter models in AI testing. Same model, same prompt, one 5 KB skill file of difference: one agent wrote a test that would re-introduce a fixed production incident, the other caught the ambiguity before writing a single test. The full A/B evidence, the reverse-engineering loop for legacy products, and the build/store/surface playbook.

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