Hekswerk's research is funded and published, not sold. The practice is the part with clients, and it's how the research is sustained. Three streams, listed in order of how much they actually carry the work right now - not how loud they are.
The financial anchor, and the live root of everything else. Since 2024 I've done human-in-the-loop AI-evaluation work for US-based AI quality-assurance platforms - judging model output for honesty, safety, and subtle failure, and debugging AI-generated code. It is steady, detailed judgment work, it is the skill the research is built on, and it is what pays for the research. It's the engine, not a service I'm selling you here.
Structured planning for complex international moves - mapped systems, sequenced timelines, written artifacts you keep. Offered for the people it genuinely fits, not as a productized program.
Fixed-scope, privacy-first automation: self-hosted pipelines and local AI so a small team can use these tools without handing its data to public models. Taken case by case.
Tell me what you're trying to do in plain language. I read it myself and reply directly, and I'll say honestly if it isn't something I'm the right person for.
