Make the boundary explicit.
Most failed AI work begins as an unbounded ambition. Define the user, data, tool access, and stop conditions.
About / Operator-led
Business judgment and technical execution in one loop.
Proworks AI Systems is the developer-facing practice of Dan Tomescu, built for situations where the person shaping the system must also understand how it will be delivered, operated, and justified.
ENGAGEMENT STATUS
- Delivery
- Senior-led
- Scope
- Fixed boundary
- Handoff
- Documented
- Location
- Remote / EU
Working philosophy
Systems before tools.
The goal is not to add AI to a roadmap. It is to remove a real constraint with the least fragile system that can do the job.
That means understanding the commercial context, choosing an explicit boundary, building the production controls, and leaving behind enough evidence and documentation for another competent person to operate the result.
Proworks.dev focuses on the technical proof and delivery surface. The broader business, marketing, and operating-systems practice lives at proworks.tech ↗.
Design failure behavior.
Timeouts, refusals, bad retrieval, upstream outages, and partial work are product states—not edge cases.
Leave inspectable evidence.
Tests, evaluation cases, traces, decision logs, source, and runbooks make trust transferable.
Paid entry engagement · €1,500
Start with the system boundary.
The Architecture Review turns a use case, prototype, or delivery opportunity into a defensible implementation plan in five business days.