I direct AI agents inside structured pipelines to build systems that hold up in production. Reliable output, validated by hand, on a fraction of the tokens.
Each of these was built through agent orchestration and put into the real world, not left as a prototype.
A non-custodial wallet spanning Monero, Bitcoin, Litecoin, and Ethereum, built end to end through AI agent orchestration and open-sourced after nine independent security passes.
A Playwright framework with more than thirty capabilities, wired into Azure DevOps and Jira, turning slow manual QA cycles into fast, repeatable, agent-assisted runs.
A live product that automates ticket and workflow drudgery for Azure DevOps and Jira teams, so people spend their time on the work that actually needs a human.
A tool that turns messy, inconsistent project inputs into fast, defensible cost estimates, cutting quoting from hours down to minutes.
I do not hand a problem to an AI and hope. The work runs through a defined route where the model is held to the task and a human signs off before anything ships.
We pin down the real problem and where AI can carry weight.
I write the structured kit that constrains the agents to your task.
Agents produce the work inside the pipeline, each one in its lane.
Rule #0. I check every output by hand before it moves forward.
You get the system, the kit, and the docs to run it yourself.
Never trust AI. Every line an agent produces is a draft until a human validates it. That single discipline is why the output holds up when it reaches your team, and why the cost stays low getting there.
Start low-risk or go straight to a build. Every tier ends with something you own and can run without me.
A focused teardown of where AI is costing you time and money, with a prioritized plan you can act on with or without me.
A fixed-scope build where I orchestrate agents to ship a working system: an automation, an internal tool, a test suite. You get the code, the kit, and the docs.
Includes AJAIA access during the build plus 90 days after. Not sold separately.
Standing capacity to keep shipping against your backlog. I plug into your stack and validate every output by hand. Month to month, no lock-in.
Includes full AJAIA access for as long as the retainer is active.
Tell me what you are building or automating. If it is a fit, you get a plan and a fixed price. If it is not, you get a straight no.
Or reach me on any channel below.