AI systems engineering · selective engagements
I turn brittle AI prototypes, stalled integrations, and ambitious product ideas into production systems your team can operate and own.
The systems are the résumé
The work runs under real constraints: public audiences, enterprise customers, distributed systems, and one operator accountable for the result.
ConstraintOne operator needed to turn ideas into a consistent multi-platform publishing rhythm without rebuilding the workflow for every post.
BuiltA human-gated production system spanning concept development, cinematic asset creation, packaging, and performance feedback.
8 films · ~87K views · ~7,000 likes · ~1,200 saves
ConstraintOne operator needed to coordinate a system fleet without turning orchestration into another full-time job.
BuiltA five-layer AI operating system spanning execution, memory, quality gates, and fleet control.
54 apps · 67 repos · 325 agents dispatched
ConstraintEnterprise systems cannot pause for an AI rewrite or trade reliability for novelty.
BuiltCross-functional product delivery across established APIs, data platforms, and operating constraints.
17-engineer organization · 400+ enterprise customers
Two paths · one operating standard
A production build and a code review should not feel like the same purchase. Start with the path that matches the decision in front of you.
For funded teams and live products
When the prototype proved the idea but cannot carry the business, I take the build from architecture through production handoff.
Architecture review, scope, eval plan, risk map, and the fixed-fee build proposal.
Architecture through production handoff. Milestone-based, observable, and built for your team to own.
Architecture review, performance analysis, and strategic direction after the system is operating.
Every production handoff includes:
For builders and small teams
Bring the branch, codebase, architecture decision, or active build. You get a bounded answer instead of an open-ended consulting meter.
A bounded engagement
The scope gets smaller before the commitment gets larger. Every phase has a decision, an artifact, and a clean stopping point.
You send the system, constraint, or decision that is blocking the work. I respond personally within one business day.
We choose the smallest engagement that can produce a real answer. Scope, price, evidence, and ownership are explicit.
You leave with working software or a decision-ready artifact, plus the tests, runbook, and reasoning that make it durable.
Named receipts
These are engineering and product leaders who managed the work or shipped beside me.
One of our greatest minds for breaking down complex problems in both technical and leadership situations.
Instrumental in designing the backend architecture for the two largest projects we worked on together.
Top-notch technical leader, communicator and has a passion for making great products.
Start the conversation
Three required fields are enough to start. I review every intake personally and reply within one business day.
A different kind of system
Commission an AI film with the character bibles, storyboards, and prompts built to keep the world coherent.
