Articles
Notes from shipping software with AI
For engineering leaders who want AI-assisted delivery they can check. Written from our own work, not from the sidelines.
Topics
- AI agents (13)
- AI Coding Agents (1)
- AI delivery (88)
- AI Delivery Programme (12)
- AI Workflow Audit (2)
- Architecture Review (2)
- Laravel (1)
- MVP to Production (1)
Start here
Review capacity
The review queue is the bottleneck AI coding created
Why more code did not mean more shipped, and where the queue actually forms.
Instruction drift
Agent instruction drift in enterprise AI teams
How every developer ends up with a different AI, and what a shared rule set changes.
What was tested
AI coding checkpoint contract: make checks reproducible
What “tested” should mean before a pull request is allowed to say it.
Latest
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When should a startup commission an architecture review?
Commission a review when a pending decision depends on facts the team cannot establish from normal delivery work.
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What should a startup fix before an architecture review for fundraising?
Make the system explainable and expose the few risks that could change the financing story: ownership, security, scale limits, recovery, and dependence on key…
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How do you choose an AI coding agent consultant in the Netherlands?
Choose someone who can inspect your repository and delivery system, define a bounded pilot, and leave your team with evidence and reusable working rules.
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How do you move an MVP to production without rewriting everything?
Measure the MVP against current business risks, then replace only the parts that cannot meet the required reliability, security, operability, or change rate.
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What does an AI workflow audit for a development team actually check?
Trace one real change from request to release and inspect where intent, evidence, ownership, and stop decisions are lost.