Blog

Thoughts on engineering,
leadership & scale.

Writing an AI Skill Definition for Go Backend API Engineers
5 Apr 2026

Writing an AI Skill Definition for Go Backend API Engineers

How we built an opinionated CLAUDE.md that encodes 15 years of backend engineering standards — and why your AI tools are useless without one.

Read → Building an AI Context Layer for Engineering Teams
3 Apr 2026

Building an AI Context Layer for Engineering Teams

A practical guide to connecting your organisation's knowledge — Jira, Confluence, GitHub — to AI-powered code generation with Claude.

Read → A Practical AI Adoption Strategy for Engineering Teams
2 Apr 2026

A Practical AI Adoption Strategy for Engineering Teams

Why most AI rollouts fail — and a four-step approach that starts with context, not tooling.

Read → What I've Learned Scaling Engineering Organisations
22 Mar 2026

What I've Learned Scaling Engineering Organisations

Lessons from leading 50+ person engineering teams across fintech, iGaming and logistics — what actually matters when you're scaling fast.

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