Independent consulting for AI-assisted software delivery
Turn difficult AI and software work into reliable delivery.
I help teams move from ambition to working systems: architecture, agent workflows, internal tools, evaluation loops, and hands-on implementation that survives contact with real code.
Most useful when the problem is deeply technical, the path forward needs definition, and the result matters enough to take past the prototype stage.
Work I take on
I work where software delivery, AI capability, and organizational reality meet.
AI engineering workflows
Set up practical agent-assisted development, prompt and instruction systems, review gates, tool use, and team habits that make AI useful without making the work harder to trust.
Architecture and technical direction
Clarify system shape, module boundaries, data flows, integration choices, and implementation plans so teams can build without dragging uncertainty into every sprint.
Hands-on product engineering
Build or repair full-stack product surfaces, internal tools, workflows, and prototypes with production habits: typed code, clear boundaries, tests, and working builds.
Automation and knowledge systems
Turn repeated work into reliable workflows: scouting, ingestion, monitoring, documentation, wiki structures, and operating procedures that keep information usable.
Verification and delivery discipline
Create test plans, regression checks, acceptance criteria, and review routines that catch real risk instead of just confirming the current implementation.
Technical communication
Write the documents, decks, and explanations that help technical and non-technical stakeholders make decisions without diluting the engineering truth.
Teams bring me in when:
- An AI initiative needs a practical path from pilot to dependable workflow.
- Architecture decisions need to be clarified before implementation scales.
- A product or internal tool needs a senior builder who can shape and ship.
- Agent-assisted work needs stronger review, testing, and handoff discipline.
- Operational knowledge needs to become repeatable tools or documentation.
- Leaders need technical translation across product, engineering, and delivery.
Best engagements have a clear operational goal, access to the people closest to the work, and a shared interest in turning decisions into working systems.
How the work runs
- 01Diagnose
I map the current system, constraints, risks, stakeholders, and decision points. The first deliverable is clarity.
- 02Shape
I turn the problem into a small set of buildable choices: architecture, workflow, scope, tradeoffs, and success criteria.
- 03Build
I implement the highest-leverage slice directly or alongside the team, keeping the work concrete and inspectable.
- 04Verify
I add the checks, tests, review routines, and operating notes needed to trust the result after the first pass.
- 05Transfer
I leave behind code, documents, decisions, and habits the team can keep using without me in the room.
Concrete artifacts you can build on.
- —Architecture notes that developers can act on
- —Working prototypes or production-ready feature slices
- —Agent and AI workflow instructions
- —Test and verification plans
- —Internal tools and automation scripts
- —Knowledge-base and documentation structures
- —Technical decision records
- —Stakeholder-ready explanations
- —Team operating guides
Calm, direct, implementation-minded.
My work is plainspoken and practical. I care about the shape of the system, the trustworthiness of the process, and whether the next person can pick up the artifact without reconstructing the whole conversation.
No mystery architecture.
No performative AI.
No slideware without a path to code.
No automation that creates more work than it removes.
What colleagues say after the work is done.
Notes from engineers, product leaders, and executives who worked alongside me over the years.
Your mix of positive energy, care for your team and technical depth are a rare and special combination.
You are always the go-to person when I face the toughest issues, and you always have a solution.
An incredible mix of technical know-how, business acumen, and entrepreneurial mindset — coupled with a dedication to excellence.
A thoughtful and collaborative approach to building better teams as well as product. Absolutely inspiring.
A strong voice of reason and a logical approach to technical and business issues. He taught me how to dig deep to solve problems and persevere.
Not many CTOs make a good impression, but he did. He guided and supported us through many difficult situations.
We can start small.
Send a short note with the goal, what is at stake, and where things stand today. I will respond with the smallest useful next step: a diagnostic call, a scoped advisory session, or a focused build engagement.