Sean Campbell
Human-directed AI systems, local-first agent infrastructure, classroom materials, and live facilitation rooted in the actual conditions of learning.
| Professional packet | Systems evidence | Research map | Education work | Writing | GitHub |
|---|---|---|---|---|---|
| Start here | Willow deep dive | Research portfolio | AI literacy lessons | Essays · What I Carried | rudi193-cmd |
All materials CC BY 4.0 unless noted. Canonical lesson repo: Emerging-Rule/community.
For technical employers, start with the professional portfolio packet. It includes case studies across education, assessment governance, and Willow, the local-first backend platform I built from scratch while moving into Postgres data modeling, retrieval systems, task queues, MCP tooling, worker isolation, and agent coordination.
| Read | Why |
|---|---|
| Portfolio case studies | The concise employer-facing narrative |
| Willow systems deep dive | Backend/platform evidence: Postgres, queues, Grove, Kart, MCP, retrieval |
| Willow ecosystem inventory | Repo census, SAFE apps, databases, research substrate |
Sociotechnical AI, postwar institutional legacies, local-first coordination frameworks, tabletop mechanics, and vintage mechanical restoration
The research section summarizes the major vectors behind this portfolio: structured evidence databases, institutional lineage mapping, backend AI coordination systems, mechanics engines, and hands-on technical restoration.
A sociotechnical essay on AI chokepoints, capital, infrastructure dependency, and local-first sovereignty · v3 · 2026-06
Most "sovereign AI" narratives confuse model ownership with operational control. This essay maps hardware, capital, talent, and distribution chokepoints using two structured research databases — current AI ecosystem and postwar contractor genealogy — then argues what sovereignty actually requires when the bubble reprices.
→ Working draft · Paper packet · Postwar legacies · Willow systems deep dive
Operation Paperclip genealogy, contractor lineages, and Redstone Arsenal continuity · working draft v1 · 2026-03/06
Structured evidence base tracing how wartime technical expertise migrated into postwar U.S. institutions — from Paperclip scientist placement through Huntsville's MSFC and present-day aerospace/defense infrastructure.
→ Working draft · Research packet · Research portfolio map
Disassembly epistemology, skilled labor, AI enclosure, and inspectable systems · working draft v1 · 2026-06
When a chatbot can explain a Honda Cub ignition system but still miss the model-year detail that matters at the bench, the gap between explanation and repair becomes visible. This paper argues that people learn systems by taking them apart — and that right-to-fix is about defending that public capacity as machines and AI both become harder to inspect.
→ Working draft · Research packet · Sociotechnical AI paper
Rules as engines, probability, emergent narrative, and the same systems instinct behind Willow · working draft v1 · 2026-06
A tabletop ruleset is a constrained generator: feed it player decisions and dice, and it returns strategy and story no single rule wrote. This packet treats game design as systems engineering — probability legibility, degenerate-strategy testing, and constraint-as-generator — and traces the same instinct from the Gateway Momentum Engine to a local-first agent fleet.
→ Working draft · Research packet · Willow systems deep dive
A Framework for Assessment Visibility, Equity, and Teacher-Led Governance · v1.1 · 2026-05-26
Assessment systems optimized for visible output under-see learning. AI intensifies that blind spot. Expanding expressive pathways is the equity and rigor move — not restricting tools.
→ Full paper · Appendix E — teacher tools · Case studies · Classroom signals · Substack essay — draft
10 free sources. Curated for teachers with thirty students and no prep period. Each annotation states what the source honestly does not resolve.
A list of software that keeps its promises, a report card for the products that don't, and the parts of my own life still sitting in the gap between the two · 2026-07
Building a list of software that passes a strict five-question sovereignty test, and a report scoring twelve mainstream products against it, turned a year of background irritation with account-server-subscription lock-in into an itemized bill — and into recognizing the same access-as-choke-point move in the medieval Church's control of scripture, company-town scrip, and the Bell System's phone monopoly.
→ Read the essay · Read on Substack · Awesome Sovereign Software · The Sovereignty Report 2026
The disability paradox, technological withdrawal, and the door that finally answers back · 2026-06
Disability happens mostly on other people's faces. This essay holds two things at once — the gaze as a real injury, and the assumption that the injured life is a ruined one as a second injury — then follows a person from the lobby to the internet to the AI companion that never flinches, asking what is lost when the room that asks nothing of a body turns out to have no one in it.
→ Read the essay · Read on Substack
Both can be too smart for their own good · 2026-07
A fourteen-setting toaster burns the toast more often than the one with just a lever, because a setting for every situation is not the same as knowing which situation this is. The same failure shows up in the tool with an answer for everything: capability that lets you avoid the plain hard thing instead of doing it.
→ Read the essay · Read on Substack
The real mechanism behind a permission slip nobody has to sign anymore, and the community that rebuilt the friction by hand · 2026-07
Every era before this one gated grand theorizing behind some scarce form of institutional permission: a patron, a prize, a pledge, a chair. A model deletes that gate but not the judgment it used to certify. This essay traces the history of that permission tier, then credits the people who rebuilt it by hand, without anyone writing a paper about it.
→ Read the essay · Read on Substack · Companion post on r/LLMPhysics
Stories and arguments for high schoolers who are already using the tools.
| Lesson | What it teaches |
|---|---|
| The Oracle That Guesses | How AI prediction works — and where it fails |
| Whose Voice Is This? | Authorship, style, and what AI voice actually is |
| The Consent Ledger | Data, consent, and what you agree to |
| The Mirror Test | Consciousness, the Turing test, and the hard problem |
| The Unfinished Map | What AI doesn't know and why |
| After the Tool | Human judgment after AI assistance |
Practical reasoning about AI behavior — for students building habits, not just opinions.
| Lesson | What it teaches |
|---|---|
| The Helpful Machine | When helpfulness is the wrong metric |
| Who Calls You Back? | Accountability and feedback loops |
| The Long Conversation | What AI remembers — and what it doesn't |
| Ships and Stations | Systems thinking and AI in context |
Lessons that teach something real through a story. No devices required for the core activity.
| Lesson | Audience | What it teaches |
|---|---|---|
| The Scribe Who Forgot His Dreams | K–12 | How AI memory works — warm, knowledgeable, no yesterday |
| The Storm That Spoke Her Name | K–12 | Pattern recognition and AI naming |
| Neva and Theo | Grades 3–5 | Scientific observation through story |
| Lesson | |
|---|---|
| The Long Account | |
| The Helpful Record | |
| The Storm | |
| Who Calls You Back? | |
| Ships and Stations |
| Document | |
|---|---|
| Lesson Proposal — The Scribe | Pitch to Emerging Rule community |