GRIDS/365FYI

Grid in your field

Education and research.

Start with a story. See what changes. Explore the details when you need them.

Watch · 1:32

Education introduction · 1:32

The Future of Education

A class investigates why one room loses heat faster than its model predicts, making questions, evidence, assumptions, and student judgment visible.

The Future of Education · Narrated film

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An illustrative scenario. People retain authority over real decisions.
Narrated film · 1:10

The Finding That Changed After Publication

A source correction reverses a published threshold while the method, affected artifacts, reviewer decisions, and both releases remain reconstructable.

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Browse every education + research film

More stories in this field · 2 publications

Find a situation you recognize.

Watch the short film or read the full story. Each follows a changing situation and the people responsible for the response.

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Use cases · 1 publication

Apply the idea to your work.

Explore the decisions, changing facts, and responsibilities a practical evaluation needs to address.

Use case · 15 min When a source or exclusion changes a reported result, can the team show exactly which table and claim became stale, who accepted the correction, and what readers received in each release?

Trace a Research Claim from Source to Reviewed Release

Keep a consequential finding connected to its exact source revision, eligibility and method rules, arithmetic, affected table and prose, reviewer disposition, and immutable corrected release.

Understand · EvaluateSource-grounded Explore

Research and explanation · 2 publications

Understand the reasoning.

Read the worked examples, supporting research, and what remains to be validated.

White paper · 21 min Can every important number, figure, and claim answer where it came from, what produced it, what changed, what contradicts it, who authorized it, and how to reproduce it?

The Auditable Executable Paper

Grids' strongest academic category is the auditable executable paper: a living research object in which every important number, figure, and claim can explain its source, assumptions, revisions, contradictions, review, authorization, and reproduction path.

Understand · EvaluateSource-grounded Explore
White paper · 12 min How can a computational model expose assumptions, evidence, and uncertainty without replacing inquiry or deciding what a study proves?

Make the Structure Visible

Assumptions, Evidence, and Uncertainty in Research and Learning

Research and learning suffer when a polished result hides its sources, assumptions, exclusions, uncertainty, and revisions. This paper proposes an inspectable model that helps people test the structure of an argument without transferring inquiry, authorship, review, or instructional authority to software.

Understand · EvaluateSource-grounded Explore

Resources · 4 resources

Take the decision model into the room.

Each file appears once with the guide or use case it supports.

Use caseDownload research inspectability and repeatability brief (PDF, 9 pages)Keep a consequential finding connected to its exact source revision, eligibility and method rules, arithmetic, affected table and prose, reviewer disposition, and immutable corrected release.Use caseDownload The Auditable Executable PaperKeep a consequential finding connected to its exact source revision, eligibility and method rules, arithmetic, affected table and prose, reviewer disposition, and immutable corrected release.Use caseDecision evaluation worksheet (PDF)Keep a consequential finding connected to its exact source revision, eligibility and method rules, arithmetic, affected table and prose, reviewer disposition, and immutable corrected release.Use casePrintable decision evaluation worksheetKeep a consequential finding connected to its exact source revision, eligibility and method rules, arithmetic, affected table and prose, reviewer disposition, and immutable corrected release.

Films · 15 films

Watch the model become visible.

These films show the Grid pattern in this field.

1:32The Future of EducationA class investigates why one room loses heat faster than its model predicts, making questions, evidence, assumptions, and student judgment visible.1:10The Finding That Changed After PublicationA source correction reverses a published threshold while the method, affected artifacts, reviewer decisions, and both releases remain reconstructable.0:30Mathematics: Make Structure VisibleStudents move beyond repeating procedures to explore symbols, graphs, conjectures, strategies, and proofs they can inspect.0:30Physics: Give Every Equation a WorldStudents change forces and initial conditions, watch a modeled world respond, and explain where its laws stop fitting reality.0:30Computer Science: See Language Become a MachineStudents define a grammar, inspect the tree it creates, transform a program, and reason about what the compiler preserves.0:30Engineering: Let Every Constraint SpeakStudents connect loads, tolerances, cost, and safety in one design where every tradeoff has a visible consequence.0:30Biology + Chemistry: Watch the System MoveStudents vary a concentration or reaction rate and follow the modeled effect from one molecule through a pathway to a larger biological system.0:30Economics: Make Assumptions AnswerableStudents expose assumptions, change a policy, and trace second-order effects through a model the room can challenge.0:30Statistics + Data: Keep Uncertainty VisibleStudents keep an estimate, its source, its uncertainty, and its sensitivity to assumptions visible while learning how evidence changes belief.0:30Human Inquiry: Make Reasoning InspectableStudents connect claims, evidence, sources, counterarguments, and assumptions without surrendering human interpretation.1:15Trust in an AI-Built WorldWhen AI makes custom software cheap, nearly identical systems can disagree; visible rules, permissions, and history make each answer accountable.1:11How Rules Become ExecutableSee rules written by a domain expert become structured instructions the engine can check, improve, run, and diagnose when something goes wrong.1:12How a Grid Becomes a SystemSee a blank grid become a working model, add specialized tools, and power sheets, maps, charts, documents, and apps from the same logic.1:09Decision AdvantageTeams use one live model to see what changed, test feasible options, understand why, and keep the final decision with a person.1:10The Lesson That Changed When the Evidence DidA learner's private correction becomes a governed lesson revision only after source confirmation, derivative review, curriculum authority, and separate teacher judgment.

Release history

What changed in this field.

These records describe when the related Grid FYI material became available or materially changed.

  1. Education and Research Get a Source-to-Release Evaluation PathFYI-2026-08-26-04
  2. Five More Scenarios Make Operating Boundaries VisibleFYI-2026-08-27-03
  3. Four More Scenarios Make Correction, Eligibility, and Course Echo InspectableFYI-2026-08-27-02

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