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Bring the difficult system.

Agent architecture, MCP integration, production hardening, or an AI product that needs a responsible path to launch.

Before you reach out

What information should I include?

The intended user outcome, what exists today, the failure or uncertainty you are facing, your timeline, and any important budget or technology constraints.

Do you work remotely?

Yes, 100% remote. I've collaborated with clients across Europe, North America, and beyond.

Minimum engagement?

5 days for development projects. 2-hour minimum for consultations and code reviews.