Engineering / Delivery / AI

Engineering leadership by real delivery work

I write about software engineering, delivery systems, architecture, and what changes when AI makes implementation cheaper and judgement more valuable.

Read the writing About Mark

This is a notebook for ideas tested against money, time, people, process, quality, and technical complexity—the constraints that decide whether good intentions survive delivery.

01 / Current sequence

Engineering in the Age of AI

Three connected essays on moving from cheaper implementation to stronger engineering systems.

01 Engineering in the Age of AI / Part 1 From Vibe Coding to Agentic Engineering Why AI coding feels chaotic, where vibe coding breaks down, and why the real shift is from writing code to designing the system around it. March 27, 2026 5 min read 02 Engineering in the Age of AI / Part 2 How to Actually Build with AI Agents Without Creating Chaos A practical playbook for building with AI agents using specs, task slicing, review loops, and a real case study from the Estimation Intelligence Platform. March 27, 2026 12 min read 03 Engineering in the Age of AI / Part 3 Maintaining AI-Built Systems Without Losing the Plot Drift, debt, and the maintenance problem that appears after AI makes implementation cheaper. March 27, 2026 10 min read

02 / Perspective

Where this thinking comes from

My background runs through agency delivery, digital platforms, architecture work, and leadership roles where timelines, clients, budgets, and team constraints are real at the same time. The writing keeps returning to decision quality, delivery systems, and the gap between a convincing theory and something that actually works in practice.

03 / Continue the conversation

If this overlaps with your work, I’d be interested to hear where.

LinkedIn is the main public channel. Additional routes will appear here when they are active.

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