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My mission

Transforming small engineering organizations into agile SaaS development engines.

Through training, coaching, and mentoring. Senior, hands-on engineering leadership for teams that want to move faster.

How I work

Engagement

SaaS Cultural Transformation

Coaching engineering teams on how to build software as part of a larger SaaS team through technical and process training.

Short-term engagements

Due Diligence, War Games, Interim Lead

De-risk investments with a two-week architecture and Agile review, run production-incident and root-cause training for developers and operators, or step in as an interim engineering lead after a departure or team transition.

Recent writing

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Jul 21, 2026

Operational Logic Is the Moat: Why Vertical Agents Beat Subsidized Horizontals

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Jul 14, 2026

Enterprise AI Pricing Is a Governance Decision

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Jul 07, 2026

Culture Is the Only Proprietary Layer

Every agent company hires from the same labor pool. You and your competitor employ literally the same workers: the same frontier models, refreshed quarterly by the same vendors. Raw capability is identical by construction. So what differentiates an agent company from a generic

Jun 30, 2026

Human Review Is Intent Review, Not Diff Review

We still assign a human reviewer to every pull request. The human opens the diff, scrolls, approves. That ritual is already dead. Most teams are just propping up the corpse. The question underneath it, the one nobody wants to say out loud: what is a human code review even for

Jun 23, 2026

The Harness Eats the Coding

The most valuable thing I do as an engineer right now isn't writing code. It isn't even reviewing code. It's building the harness that lets the agent verify its own work before it asks me to look at it.

Case studies

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Who is behind this

A single senior operator, not an agency.

I have spent my career inside engineering organizations rather than around them, which means I show up as a working operator, not a slide deck. I specialize in working with small and medium sized engineering teams who want to move faster, but need help getting started.