The agent writes the code.
The engineer owns the outcome.
I lead AI transformation for a global SaaS platform — 100+ engineers adapting to a world where AI performs the execution and humans stay accountable for the outcome. I build systems that investigate bugs, write and review code, validate changes, and run operational workflows — replacing repetitive execution, not people. I write what I learn redesigning how engineering work actually gets done. Written for engineering leaders and senior operators. Deep-end only.
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Agentic Overwatch: Why Your Next Dev Team Will Look Like a NASA Control Room
·3102 words·15 mins
Agents don’t just write code anymore. They run ops, security, QA, data, and support, around the clock, while we still govern them with a team …

I'm Pro-AI. That's Exactly Why I'm Worried About Our Next Senior Engineers
·1124 words·6 mins
A guide for engineering managers on growing junior developers in an AI-heavy world, and for junior developers who want to stand out beyond just being …
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Stop Reviewing Code. Start Reviewing Evidence.
Agent-heavy teams ship twice the PRs at more than twice the size, and reviews wait almost five times longer for pickup. The review model built for …

The One-Man Show Company. Don't Let the Monkeys Touch Production.
·2833 words·14 mins
A company used to start with people. Now it can start with one person and a swarm of AI agents that draft, build, test, sell, and support faster than …

100 Days to the EU AI Act Deadline. Your Engineering Team Hasn't Started.
·1531 words·8 mins
August 2, 2026 is the enforcement deadline for EU AI Act high-risk obligations. From today, that’s exactly 100 days. In most orgs, the legal …

The Vibe Coding Backlash Is Right. Seniors Are Losing the Argument Anyway.
·1323 words·7 mins
Forbes just said vibe coding will break your company. Senior engineers are organizing against it. The data is on their side: independent audits keep …

The End of Courses: Learn From AI Like a Toddler, Or Become Obsolete
·2517 words·12 mins
Remember when shipping an app meant 40 hours of video courses and weeks of syntax memorization? An agent builds it in three minutes now. The 40-hour …
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Make your org AI-first for real
I take a small number of engagements outside the day job: 1:1 advisory for engineering leaders, deeper team engagements, and build advisory for founders shipping with an agent fleet instead of headcount. Not tool training — the org-level practices that move the needle.
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