Research & Insights
How we think, researched in public.
The Readiness Hub takes you through the policy questions of the moment. These articles and memoranda show how GOYE AI researches and evaluates them. Before We Automate carries that work into public conversation.
A framework is only as good as the evidence you can show a board.
Every brief states its claim, its sources, and the point at which the evidence runs out.
What every brief carriesHow the three fit together
Three strands, one body of work
Timely, considered, public. Each one feeds the next.
One · Timely
School AI Readiness Hub
The live policy questions. Florida and North Carolina milestones, a decision framework that applies in any jurisdiction, and an anonymous readiness self-check.
Two · Considered
Articles and memoranda
Original analysis. Each one carries its claim, what the primary sources say, how strong the evidence is, and where it is thin.
Three · Public
Before We Automate
AI, Human Judgment, and the Decisions That Matter. The podcast takes the same questions to the people living them. It is an editorial companion to the research, not an advertisement for the practice.
Publications
Launch list
Four publications are planned for launch. None is published yet, and none is listed here as though it were. A library of categories is not a library.
Each will carry an audio edition: the memorandum read in full, so it can be taken in on a commute. An audio edition is the document, not an episode. It is separate from Before We Automate, which is conversation rather than text.
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Not yet writtenAudio edition
Florida and North Carolina School AI Policy Comparison
Distinct legal duties, which entities are covered, the deadlines, the evidence sources, a last-verified date, and the cautions that go with each.
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Not yet writtenAudio edition
10 Questions School Boards Should Ask Before AI Adoption
The questions, why each one matters, the evidence a board should request in response, and the human-oversight prompts that follow.
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Not yet writtenAudio edition
Human Users, AI Tools, and AI Agents
The three-track governance matrix: permissions, review, escalation and accountability, set out separately for each of the three.
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Not yet writtenAudio edition
Agent Authority Worksheet
Authority scope, access, logging, shut-off, named owner, vendor dependencies and escalation path.
Editorial standard
What every brief carries
Research-informed analysis, published openly. Not the status of an established independent institute.
GOYE AI editorial policyNothing is published without these eleven fields. Frameworks created by GOYE AI are flagged as proprietary conceptual approaches and kept distinct from external research and from legal requirements. Preliminary frameworks are never presented as peer-reviewed or empirically validated.
- ClaimWhat is being asserted
- Why it mattersWho is affected and how
- Primary sourcesWhat the originals actually say
- Evidence strengthHow much weight it bears
- LimitsWhere the evidence runs out
- For humansImplications for people
- For toolsImplications for systems
- For agentsImplications for autonomy
- Questions for leadersWhat to ask next
- Date reviewedAnd by whom
- CorrectionsAnd conflicts of interest
Before We Automate
AI, Human Judgment, and the Decisions That Matter
An editorial companion to the research. Episodes link to the briefs they draw on, so a listener can read the sources before listening rather than after.
- Season 1: The Rules Meet RealityJanuary to June 2027 · six episodes
Florida and North Carolina policy readiness, tool approval, teacher judgment, families, agents, and pre-deadline readiness.
- Post-deadline special6 July 2027
What is verified after the June and July dates, distinguishing documented facts from claims.
- Season 2: Who Gets to Decide?August to October 2027 · six episodes
Human authority, agent accountability, workforce, school choice evidence, governance voices, and policy revision.
Editorial independence. No pay-to-appear, no implied endorsements, and no consulting pitch inside editorial content. Every episode page will carry a synopsis, source list, transcript and captions, guest disclosures and corrections. No players or episode links appear here because no verified channel URLs have been supplied.
Read the reasoning.
Nothing here is published until it carries its claim, its sources, and its limits. Open the Readiness Hub, or ask for a brief when it lands.
© Dr. Mistoria Brown. Licensed through GOYE LLC. GOYE AI is a trade name of GOYE LLC. B.R.I.D.G.E. Framework™ is a trademark of GOYE LLC.