Vinny Carpenter
The bottleneck is never the stack. It was not the stack when we moved to cloud, and it is not the stack now that we have agents. I write about what actually constrains software delivery (clarity, judgment, and the humans doing the work), grounded in three decades inside large engineering organizations.
// the evidence for the claim
how i lead
Leadership is measured by what grows after you
The proof I trust is whether teams can do clearer work, grow faster, disagree honestly, and keep good judgment in the system after the meeting ends.
- Clear the path
- Remove the ambiguity, process drag, and cross-team friction that keep good people from doing honest work.
- Grow the people
- Measure the role by whether people stay, stretch, and become more capable. The 95%+ retention rate matters because it came through real change.
- Make judgment durable
- Turn hard-won decisions into specs, standards, review gates, and operating rhythms that still work when I am not in the room.
Recent essays
All 70 essays- 18 min
Everyone Knows You Never Rewrite
★AI Economics · AI Strategy · Engineering Leadership
- 9 min
Paying for Intelligence Twice
★AI Economics · AI Strategy · Agentic SDLC
- 11 min
Two Gates and a Night Shift
★Agentic SDLC · Spec-Driven Development · Engineering Leadership
- 8 min
The Instrument and the Ledger
★AI Economics · FinOps · Claude Code
- 9 min
Barometer: I Chased a New Primitive. I Was Standing on It.
★AWS · Serverless · Agentic SDLC
featured
the shortlist
Start With These
See the full Start Here guideIf you only read six posts, start here. These will give you a quick sense of how I think about leadership, platforms, and AI-assisted software delivery.
The Bottleneck Is Never the Stack
The thesis behind everything here: the constraint on software delivery has never been the technology. Start with this one.
The Agentic SDLC: Uniting the AI Tool Sprawl
Where AI-assisted development is actually heading, the orchestration problem most teams miss, and the Context Spine that holds it together.
Spec, Standards, Specialists: How I Actually Build with AI
The operating model in three words: write the spec, hold the standards, deploy the specialists.
The Spec Is the Product
Why the spec, not the code, is the durable artifact of AI-assisted development.
The Frame Is the Bottleneck
The thesis, evolved: once agents can do the work, the quality of the frame you hand them becomes the constraint.
The AI Operating Ledger
Enterprise AI is entering its accounting phase. Measure verified outcomes, not tokens or generated output.
what i write about
Four lanes I come back to
Enterprise AI & Software Delivery
56 essaysHow AI changes engineering workflows, developer experience, governance, and the SDLC — without the hype.
Engineering Leadership
40 essaysHow leaders create clarity, trust, accountability, and teams that actually stay together.
Platform Engineering & Cloud
23 essaysHow large organizations build internal platforms, reduce cognitive load, and improve delivery speed.
Building in Public
28 essaysLessons from shipping real apps, running frontier models locally, and learning by doing.