The Family of Sites, in Plain Language
By Michael Polzin · Published July 1, 2026 · Cluster: human-in-the-loop
Four sites, one program, four jobs. If you have landed on one of them and wondered which is which, this page lays them out honestly, in the same voice, with no marketing costume.
IamHITL, the site you are on
IamHITL is the human-in-the-loop project. It is a sourced, public-record investigation into cloud economics, offshored labor, planetary cost, and the science underneath (Class B, the receipts are on the page and hash-verified in the browser). It never asserts a crime by a named party, labels every claim as fact, allegation, or opinion, and treats the reader as a co-investigator rather than an audience. If a claim here fails a check, the record updates; that posture is the whole point (Class F, the falsifier is the correction workflow itself).
SolutionWright, the agency
SolutionWright Universal (SWU) is the client-facing agency. It is where practitioners buy the workshop, the consulting engagement, and the receipts-first delivery model. SWU speaks in plain business language about transparency, anti-extraction, and partnership; it does not sell the underlying research vocabulary to clients who did not ask for it (Class C, the delivery pipeline and lead intake are configured and live). The most direct place to start with SWU is the workshop page, and the standing rule for engagements is written up in transparency.
Universal Natural Intelligence (UNI), the science front
UNI is the research site. Its subject is active inference, generative models, and free-energy minimization applied to a working hypothesis: that a system on the attainable path toward General Natural Intelligence, natural not artificial, can be built in the open and inspected as it is built (Class E, the framing draws on Parr, Pezzulo, and Friston 2022 for the active inference core; Namjoshi 2026 for related structural work). UNI publishes math conceptually, keeps patent-grade internals private, and holds every frontier claim as a testable hypothesis with a named falsifier. It is not a marketing site. It is the one place in the family where technical vocabulary is the subject rather than a decoration. For the plainer version of why we hold that framing, read why we say natural, not artificial.
EducateWright, the teaching front
EducateWright is the pedagogical site for teachers, practitioners, and school leaders. It teaches the UNI ideas at a working depth (Class U on outcomes so far, because published classroom results are still being gathered), and it is fenced against the two failure modes it would otherwise fall into: it does not sell large-language-model tooling as a shortcut, and every artifact carries a clear statement about whether a machine helped produce it. The voice is calm and precise. The audience is people who will run these ideas in a classroom on a Monday morning.
How the four fit together
IamHITL is the public record. SWU is the paid door for practitioners who want the work delivered. UNI is the science kept honest. EducateWright is the classroom translation. None of them make endorsement claims about the others beyond the fact that they share a founder and a standard. If a piece of writing on one site cannot survive on the others in the same words, that is a signal it was overclaiming somewhere, and it gets rewritten (Class B, this is enforced by a shared editorial checklist rather than by trust).
What sits alongside us
There is a broader active inference community, and we sit inside it as one participant among many. Themesis maintains a public map of where to start with active inference in 2026 and lists five pathways into the field; SWU is one of the five, alongside independent scholars, courses, and open-source projects. In our own words: it is a useful orientation for a newcomer, and it locates us honestly on the field without claiming we are the field. See the map here: Where to Start with Active Inference, A Resource Map for 2026. That link is a factual reference, not an endorsement claim in either direction.
How to use this map
Pick the door that matches what you actually need. If you want the receipts on cloud economics and the human cost, stay here. If you want the workshop or a delivery engagement, cross to SWU. If you want the math, cross to UNI. If you teach, cross to EducateWright. Every claim on every door is meant to hold up under the same check.
The workshop
What SWU delivers as a paid engagement, in plain language, with the standard written down.
Open → ✓Transparency
The standing rule for how we source, label, and correct claims across all four sites.
Open → ∼Why we say natural, not artificial
The framing choice behind the entire program, argued in plain language rather than in equations.
Open →