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
Direct words from clients who trusted me with consequential work.
The biggest shift for me was learning that AI is not just a tool; it works best when you give it clear direction and use it with intention. I’ve already started applying what Jeremy shared to organize my ideas, create stronger content, and build more efficient systems in my business. I’m now using AI more strategically instead of simply asking it random questions.
My biggest challenge with AI, specifically Claude, was understanding how to connect the dots across systems and applications. As soon as I signed up for. KnoxAI, I was instantly connected to another world although I am in the computer science space as a product owner. This is different! Joining the class has led me to getting my AWS AI practitioner certification and even my Google Cloud Generative AI leader certification. Going down his rabbit hole, I have started to create my own applications and to end. He has been extremely knowledge, mind you, I’m just at the very beginning of my journey! Without the leadership of Jeremy and the course he has established, I don’t think I would have started my brand new journey as confidently as I have! If you are looking for a significant head start, or a huge dive into the deep end that’s comprehensive, this is the way to go!
I came into this call frustrated because I was producing constantly and still felt stuck. I was flying blind and holding the entire system in my head, and I had started to accept mediocre work from my own agents because I had no way to tell good from bad. What Jeremy did was not hand me answers. He listened first, then asked the questions that found the real problem instead of the one I came in describing. He was direct about what was wrong without ever making me feel behind, and he spoke from having already lived it everything I was hitting, he had hit. That took the weight off before we ever got to the fix. Then he did the harder favor: he showed me I was overcomplicating some things and oversimplifying others, the wrong things on both sides. I left unblocked. Decisions that had been sitting on me for weeks took minutes. I wiped my system that same night and started rebuilding, and I was not scared to do it, because I knew what I was building toward. The difference now is capacity. I move faster, I ship work I actually trust, and I am not burning energy on doubt. He did not just make my system better. He got me out of my own way.
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.
