Leadership GardenAi
How AI is changing engineering work, team design, and the quality bar leaders need to maintain.
12 posts with this tag. All tags
AI Is Not Just A Tool
“Just a tool” lets AI rollouts skip the hard question: what will your engineers stop learning?
You’ll Know in Two Quarters
Why “just ship faster” stops working when feedback takes months, and what engineering directors should measure instead.
Everyone Has a Recipe Now
AI lowered the barrier to building software, not to understanding it. Why spec-first AI recipes look right in week one and fail by month nine.
The Cost of an Objection Went to Zero
AI lets you produce work you can’t evaluate. Worse, it lets everyone else critique yours. What engineering leaders should actually do about it.
Specs Don’t Drive Anything
Spec-driven development’s defenders describe a loop. Its diagrams draw a pipeline. An engineering leader on where the spec actually belongs.
The Same Feature, Twice
The same feature took a weekend on a laptop and a quarter in the product. The model was identical both times. Everything around it was not.
The Typing Was the Safety Harness
Typing code was doing load-bearing QA work nobody invoiced for. Agents removed the slowness, and now the work has to live somewhere on purpose.
No, AI didn’t break PRs
AI didn’t break pull requests; it exposed the review queues, slow integration, and weak collaboration habits engineering teams already had.
The Senior Engineer Crisis Isn’t Coming. It’s Already Here.
AI is cutting junior hiring. But the engineers that won’t exist in 10 years are being decided right now. Here’s what I think actually happens next.
AI Is an Amplifier. What Are You Amplifying?
AI doesn’t care about quality. It accelerates whatever direction your team was already heading. Here’s what engineering leaders need to change.