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14 postsWho Owns the AI Delivery System?
AI adoption is no longer just a tooling decision. It is becoming part of the engineering delivery system, and someone has to own that system.
AI Changed Your Pipeline, Not Just Your Editor
AI sped up code generation. The real question now is whether your delivery system can safely absorb more generated change.
Your PR Needs a Burden of Proof Now
AI-assisted teams cannot rely on the diff alone anymore. As code gets cheaper to produce, every pull request needs explicit proof that the change is safe.
Engineering Productivity Is Not AI ROI
Weekly AI ROI claims are usually theater. Engineering productivity is a leading indicator. Measure AI as a delivery-system change.
The Spec Is the Product Now
AI tools execute your specs literally. Every gap in your specification becomes a gap in the output.
The Bottleneck Keeps Moving: What Actually Limits You at Each Stage of AI-Assisted Development
At each stage of AI-assisted development, the skill holding you back changes. Here's how to identify which bottleneck you've migrated to and what to do about it.
Why Faster Coding Made Engineering Management Harder
AI made implementation cheaper, but it increased the management load everywhere downstream: review, predictability, flow, and developer experience.
What Kind of Developer Are You Without the Keyboard?
AI coding tools don't just change how you work. They force you to rethink what makes you valuable. Here's what that journey actually looks like.
Why Most Teams Are Expert Beginners With AI Dev Tools
Most teams adopted AI dev tools without adopting any practices around them. That plateau has a name, and nearly every team is stuck on it.
Stop Treating AI Tools Like Junior Developers
The junior dev metaphor leads teams to waste AI tools on the wrong work. A better mental model changes everything about how you delegate.
How Far Do You Trust It? The 5 Levels of Developer-AI Delegation
Every developer has a delegation boundary with AI tools. Where yours sits tells you more about your progression than which tools you use.
The 5 Stages of AI Tooling Adoption Every Engineering Team Goes Through
85% of developers use AI tools. Most teams have no strategy for them. Here's a five-stage framework for what adoption actually looks like — and why almost everyone is …
I Built an AI Coding Orchestration System. Here's What I Learned.
Most devs use AI tools now. Org productivity hasn't moved. I built a system to fix that, and here's what actually worked.