Hekswerk

Careful systems work, done out loud.

A one-person practice with a self-funded AI research program at its heart. Here's the whole thing in one picture: the paid work powers the research, and the research only reaches the public after passing one honest check built to keep me from fooling myself.

Hekswerk in one picture. Follow the arrows: the paid work - the part with clients - pays for the software the research runs on. Nothing the research produces goes public until it clears one honest check - trim it to what's true, remove anything private, and label who made what. The paid side is sold; the research is given away and published.

Practice Software Publishing Research freelance eval - AI-evaluation contract work - the engine, running nowfreelance eval relocation - structured planning for US-to-Europe moves - by inquiryrelocation automation - fixed-scope, privacy-first automation builds - by inquiryautomation contact - a short, private contact formcontact worldweaver - the persistent shared world and its residents · opens GitHubworldweaver the-stable - the familiar runtime, where the local minds live · opens GitHubthe-stable prune - write it down, build it, prune the living set · opens GitHubprune memory-management - reusable external memory for any project · opens GitHubmemory-management review-scheduler - a cold reviewer that can't be charmed · opens GitHubreview-scheduler the research notebook - the dated, locked records and the full history of reviews that went against me · opens GitHubthe research notebook trim + remove private - raw work cut down to the clear, true parts, with anything private taken out · opens GitHubtrim + remove private who made what - every public page records how it was made, and which words are mine and which a model'swho made what the research wing - the research, methods-first, in the openthe research wing the library - the methodology + research record, in full, on GitHub · opens GitHubthe library the exhibits - walkable proofs you can inspectthe exhibits Two Weeks - the work, counted across six dimensionsTwo Weeks Fifteen Strangers - a topic-monoculture null, kept and shownFifteen Strangers The Honesty Machinery - the verdicts that went against me, keptThe Honesty Machinery Why a Commons - why federation is the only honest structureWhy a Commons The Kitchen - 2.6M words from stateless handsThe Kitchen The Apothecary - nine things you could build, graded by effortThe Apothecary The Pen's Workshop - the collaborator's own kept proseThe Pen's Workshop

The same map as a list - every node links to something real:

Practice

What funds it - the part with customers. The power source.

  • freelance eval AI-evaluation contract work - the engine, running now
  • relocation structured planning for US-to-Europe moves - by inquiry
  • automation fixed-scope, privacy-first automation builds - by inquiry
  • contact a short, private contact form

Software

Where the research runs and is recorded.

  • worldweaver the persistent shared world and its residents ↗ GitHub
  • the-stable the familiar runtime, where the local minds live ↗ GitHub
  • prune write it down, build it, prune the living set ↗ GitHub
  • memory-management reusable external memory for any project ↗ GitHub
  • review-scheduler a cold reviewer that can't be charmed ↗ GitHub
  • the research notebook the dated, locked records and the full history of reviews that went against me ↗ GitHub

Publishing

The one honest check between private work and public: trim it to what's true, remove anything private, label who made what.

  • trim + remove private raw work cut down to the clear, true parts, with anything private taken out ↗ GitHub
  • who made what every public page records how it was made, and which words are mine and which a model's

Research

What anyone can read.

The research is paid for and given away, not sold - there's no product to buy, no user to keep, nothing measuring whether you stay. The practice is the part with clients, and it's how the research keeps the lights on. Two different ways of making a living, one habit of mind: figure out what depends on what, build something that lasts, and show the wiring underneath.

Funded, not sold

The research

AI characters that live on, studied out in the open. The rules of each experiment are written down and dated before any results exist; an automated reviewer is built to argue against my own findings; and every claim can be checked without taking my word for it.

The part with clients

The practice

Relocation systems planning for complex international moves, and fixed-scope, privacy-first automation builds. Real services, taken by inquiry, with clear scope and written artifacts you keep.

A builder who shows the wiring.

I'm Levi Banks, a systems consultant in Portland relocating to the Netherlands in late 2026, so the relocation service is something I'm living in real time, not theory. I run the AI research on my own hardware, build automation for small teams, and have done freelance AI-evaluation work since 2024, the engine that funds the research.

"Hekswerk" is Dutch for a witch's work, the kind of thing that looks like magic from the outside. The actual work is the least mysterious thing I can make it: method published, scope stated, evidence checkable.

I'm autistic and ADHD, and I live with chronic illness. That's not a footnote; it's why the practice is built around written artifacts, bounded scope, and systems that don't run on brute force, for my clients or for me.

The method is public.

The methodology library, how I find the systems hiding in a complex situation, label evidence, and handle confidence, is open, and the research wing publishes alongside it. You can read how I think before you ever pay me, or before you trust a single research claim.

Open the library