THE SHORTCUT · RESOURCE LIBRARY

Resources for protecting the human work.

Take the keynote and Lab with you: use the tools, revisit the experiences, watch the talks, and read past the sound bite. Every research claim keeps its limits attached.

  • 74curated resources
  • 23manifest-bound public assets
  • 6visual categories
The Shortcut title and a path branching through five learning capacities.
One library for both daysThe Shortcut keynote + hands-on Lab

THE EDITORIAL FRAME

The artifact was never the whole point.

These resources help protect the human capacities a finished product cannot guarantee.

Working definitions and teacher workflow

Four working definitions

Information
Content available to a person or system.
Knowledge
Information a learner can reliably recall, recognize, or use.
Understanding
A grasp of relationships, reasons, and structure that supports transfer and repair.
Learning
A durable change in what a person knows, understands, can do, notices, or values.

Five ways to recover planning energy

  1. Generate useful variants
  2. Reorganize dense directions
  3. Draft a first-pass rubric
  4. Draft family communication
  5. Turn notes into a checklist

Follow district policy, use approved tools, de-identify text, and review every draft before it reaches a student or family.

THE COMPLETE LIBRARY

Find the next useful thing.

Search titles, authors, publications, summaries, or topics. Every research card keeps its evidence boundary close at hand.

TAKE THE WORK WITH YOU

Downloads

Keynote and Lab materials, workbooks, cases, and audience-ready files.

10 resources
First-page preview of fictional AI-generated first-pass artifacts for the Shortcut Lab.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

AI-generated first-pass artifacts A–D

Four fictional AI-generated submissions for testing what an artifact can and cannot prove.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 74 KBThe Shortcut public library
Preview of The Shortcut accessible scene transcript.Accessible HTML

Matthew A. Zinn · The Shortcut public library · 2026

The Shortcut — accessible scene transcript

A semantic, reflowable text edition of all 55 scenes for reading, zoom, and assistive technology.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

HTML · 22 KBThe Shortcut public library
Preview of The Shortcut audience presentation viewer.Accessible HTML

Matthew A. Zinn · The Shortcut public library · 2026

The Shortcut — audience presentation viewer

A self-contained, manual 38-scene replay with touch, keyboard, and reduced-motion controls.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

HTML · 7.7 MBThe Shortcut public library
First-page preview of The Shortcut keynote visual review PDF.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

The Shortcut — keynote visual review (PDF)

A 36-page visual reference. Use the HTML replay for its accessible text alternative. Includes the verified Resource QR for whatlearningbuilds.org/resources.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 5.1 MBThe Shortcut public library
First-page preview of the Shortcut Lab opening artifact slip.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

Shortcut Lab opening artifact slip

The polished literary response used for the Lab's opening evidence question.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 70 KBThe Shortcut public library
First-page preview of the Shortcut Lab sample cards.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

Shortcut Lab sample cards A–D

Four fictional K–12 task cards for the assignment-audit activity.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 79 KBThe Shortcut public library
Title-slide preview of The Shortcut Lab participant deck.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

The Shortcut Lab — participant deck (PDF)

The 15-slide Shortcut Lab visual deck; the web Lab page provides its accessible outline. Includes the verified Resource QR for whatlearningbuilds.org/resources.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 2.1 MBThe Shortcut public library
First-page preview of the imposed Shortcut Lab workbook booklet.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

Shortcut Lab workbook — booklet imposed

Booklet-imposed print edition of the eight-page participant workbook. Includes the verified Resource QR for whatlearningbuilds.org/resources.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 281 KBThe Shortcut public library
First-page preview of the fillable Shortcut Lab workbook.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

Shortcut Lab workbook — fillable

Fillable edition of the eight-page participant workbook. Includes the verified Resource QR for whatlearningbuilds.org/resources.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 179 KBThe Shortcut public library
First-page preview of the sequential Shortcut Lab print workbook.Visual PDF

Matthew A. Zinn · The Shortcut public library · 2026

Shortcut Lab workbook — sequential print

Sequential print edition of the eight-page participant workbook. Includes the verified Resource QR for whatlearningbuilds.org/resources.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

PDF · 179 KBThe Shortcut public library

ADAPT IT TOMORROW

Classroom Tools

Editable language and standards-grounded planning resources for teachers.

2 resources
Preview of the Shortcut Lab boundary-language copy kit.Editable text

Matthew A. Zinn · The Shortcut public library · 2026

Shortcut Lab boundary-language copy kit

Copy-ready open, allowed-with-receipts, and closed language for Canvas assignments.

  • Shortcut Lab
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

TEXT · 3 KBThe Shortcut public library
Preview of the Ohio 1.OA.7 lesson map.Editable text

Matthew A. Zinn · The Shortcut public library · 2026

Ohio 1.OA.7 lesson map

A plain-text Ohio 1.OA.7 interpretation, milestone, evidence, and boundary map with the teacher's override recorded.

  • Shortcut Lab
  • AI Policy & Standards
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

TEXT · 10 KBThe Shortcut public library

WATCH THE MOMENT

Videos & Talks

Original show media, interviews, talks, and short provocations with their limits attached.

21 resources
Poster for The Detection Arms Race classroom newsreel.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

The Detection Arms Race — classroom newsreel · created with AI assistance

The Detection Arms Race: a sixty-three-second parody newsreel with sound — aged title cards and brief muted excerpts of real detection-arms-race videos under an original announcer and score. Educators set traps, students adapt, new tools arrive weekly; it ends on an exhausted question: is anybody learning anything? Original narration, music, and cards created with AI assistance; brief third-party excerpts appear under a fair-use commentary rationale.

  • Keynote
  • Learning Science
  • AI Policy & Standards
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 20.0 MBThe Shortcut public library
Poster for The Card That Moved keynote opening film.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

The Card That Moved — keynote opening film · created with AI assistance

The Card That Moved: film with sound · manual playback · captions available. The narration is an AI voice clone made with the speaker's consent and disclosed on screen.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 22.0 MBThe Shortcut public library
Poster for The Fine Print approved-tools disclaimer film.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

The Fine Print — approved-tools disclaimer · created with AI assistance

A fifteen-second parody of a car-advertisement disclaimer, used at the keynote to make one honest point quickly: every district decides its own approved-tools list, and everything demonstrated is an illustration of what is readily accessible — not an endorsement. All-original, created with AI assistance.

  • Keynote
  • AI Policy & Standards
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 11.0 MBThe Shortcut public library
Poster for The Fair-Share Factory teacher demonstration.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

The Fair-Share Factory — teacher demonstration · Ohio 2.G.3

A silent fifty-three-second screen recording of the Fair-Share Factory, a playable second-grade fractions game built against Ohio standard 2.G.3. It plays one full level — spot the fair share, build it, name it, describe the whole, then reason about fairness — and ends on the level badge. Teacher demonstration, not a student assignment; all scoring stays on the device.

  • Keynote
  • K–5
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 2.9 MBThe Shortcut public library
Poster for Gamer’s Quest: One Year Later.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

Gamer's Quest: One Year Later — keynote film · created with AI assistance

Gamer's Quest — One Year Later: film with sound · manual playback · captions available. A fifth grader's real story retold with AI-generated performances.

  • Keynote
  • K–5
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 22.3 MBThe Shortcut public library
Poster for the 9:40 PM opening, chapter one: Queue.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

9:40 PM opening — chapter 01: Queue · AI-assisted imagery

One silent chapter of the 9:40 PM opening, designed for live or self-paced narration.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 7.4 MBThe Shortcut public library
Poster for the 9:40 PM opening, chapter two: Maya.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

9:40 PM opening — chapter 02: Maya · AI-assisted imagery

One silent chapter of the 9:40 PM opening, designed for live or self-paced narration.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 1.2 MBThe Shortcut public library
Poster for the 9:40 PM opening, chapter three: Jordan.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

9:40 PM opening — chapter 03: Jordan · AI-assisted imagery

One silent chapter of the 9:40 PM opening, designed for live or self-paced narration.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 920 KBThe Shortcut public library
Poster for the 9:40 PM opening, chapter four: Identical artifacts.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

9:40 PM opening — chapter 04: Identical artifacts · AI-assisted imagery

One silent chapter of the 9:40 PM opening, designed for live or self-paced narration.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 786 KBThe Shortcut public library
Poster for the Ohio 1.OA.7 standards demonstration.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

Ohio 1.OA.7 standards-app demonstration

A 72-second Ohio 1.OA.7 backward-design demonstration with a narration text track.

  • Keynote
  • AI Policy & Standards
  • Teacher Workflow
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 5.4 MBThe Shortcut public library
Poster for the original cognitive-offloading animation.Captioned video

Matthew A. Zinn · The Shortcut public library · 2026

Cognitive offloading — original animation

An original, rights-safe cognitive-offloading visualization with narration text.

  • Keynote
Use this source carefully

This is an audience-safe conference artifact. It is not institutional policy, professional advice, or evidence that the demonstration will fit every local context.

VIDEO · 12.8 MBThe Shortcut public library
Official thumbnail for Big Think’s interview with Zena Hitz.Interview (opens in a new tab)

Zena Hitz · Big Think · 2020

Learning beyond achievement

Hitz argues that intellectual life has value beyond credentials, status, or measurable achievement.

  • Keynote
  • Learning Science
Use this source carefully

Use this as a philosophical provocation about the ends of learning, not as a settled definition every educator must accept.

Big Think · YouTube
Official EconTalk page image for the Zena Hitz interview about Lost in Thought.Interview & transcript (opens in a new tab)

Russ Roberts and Zena Hitz · EconTalk · 2020

Zena Hitz on Lost in Thought

A longer conversation about inquiry, reflection, struggle, mastery, and why learning can be a good in itself.

  • Keynote
  • Learning Science
Use this source carefully

This is an interview about Hitz’s argument, not empirical evidence that any one classroom structure produces intellectual life.

EconTalk
Official StarTalk episode image for Quasar Quirks and Sky Surveys with Matt O’Dowd.Expert conversation (opens in a new tab)

Neil deGrasse Tyson, Chuck Nice, and Matt O’Dowd · StarTalk · 2026

What is gained—and lost—when tools take over?

Tyson tells both the dropped spherical-trigonometry story and the galaxy-classification counter-story; O’Dowd asks about lost intuition and says, “We don’t know what we lose.”

  • Keynote
  • Learning Science
Use this source carefully

This is an expert anecdote and reflective exchange, not causal proof that spherical-trigonometry instruction produced better astronomers.

StarTalk
Official TED image for Jessica Kriegel’s talk.TED Talk (opens in a new tab)

Jessica Kriegel · TED · 2024

The counterintuitive secret of leadership

A leadership talk about why conditions and experiences can matter more than top-down control when people need to adapt.

  • Keynote
  • Teacher Workflow
Use this source carefully

This is a leadership talk, not education research. Applying its argument to classrooms is an explicit speaker analogy.

TED
Official thumbnail for the YouTube Short about the hidden-prompt trick.Short video (opens in a new tab)

Linked video creator · YouTube Shorts · 2026

The hidden-prompt trick

A teacher plants an instruction inside an assignment that only pasted-in AI might obey. The trick can start a conversation; it cannot finish one.

  • Shortcut Lab
  • AI Policy & Standards
Use this source carefully

Illustrative social-media anecdote, not verified research. Detection is a signal for inquiry, never a verdict.

YouTube
Official thumbnail for the YouTube Short about take-home and in-person assessment results.Short video (opens in a new tab)

Linked video creator · YouTube Shorts · 2026

Take-home soars, in-person collapses

A widely shared account of a gap between take-home and in-person performance, useful for opening better assessment questions.

  • Shortcut Lab
  • AI Policy & Standards
Use this source carefully

Illustrative social-media anecdote, not verified research. Detection is a signal for inquiry, never a verdict.

YouTube
Official thumbnail for the YouTube Short about a typewriter workaround.Short video (opens in a new tab)

Linked video creator · YouTube Shorts · 2026

The typewriter workaround

A student retypes AI output on paper—a reminder that redesigning the task is stronger than patrolling the finished artifact.

  • Shortcut Lab
  • AI Policy & Standards
Use this source carefully

Illustrative social-media anecdote, not verified research. Detection is a signal for inquiry, never a verdict.

YouTube
Official YouTube thumbnail for Randi Williams’s TED talk How to Raise Kids Who Question AI.TED talk (opens in a new tab)

Randi Williams · Play@TED · 2026

How to Raise Kids Who Question AI

Williams offers age-appropriate ways to help children see AI as rules and choices made by people—not magic or an unquestionable authority.

  • Keynote
  • K–5
  • AI Policy & Standards
Use this source carefully

This is an expert talk and set of educational recommendations, not an evaluation showing one approach changes long-term outcomes.

TED · YouTube
Official YouTube thumbnail for Jonathan Haidt’s TED2026 talk about screens and childhood.TED talk (opens in a new tab)

Jonathan Haidt · TED2026 · 2026

How Screens Stole Childhood—and How to Get It Back

Haidt argues that new technology patterns can displace the practices through which young people build attention, judgment, and independence.

  • Keynote
  • AI Policy & Standards
Use this source carefully

This is an expert synthesis and public argument. Its claims about AI and learning require the separate empirical sources linked in this library.

TED · YouTube
Official YouTube thumbnail for OpenAI’s short about UCLA student Andre Mai.Video vignette (opens in a new tab)

OpenAI · YouTube Shorts · 2025

UCLA student shares how he was using ChatGPT

Andre Mai describes the context behind a viral commencement clip in which ChatGPT was visible during an explicitly AI-permitted final.

  • Keynote
  • AI Policy & Standards
Use this source carefully

This is a first-person account published by the tool company’s channel, not independent evidence about academic integrity or student learning.

OpenAI · YouTube

READ THE ARGUMENT

Books & Primary Texts

The philosophical and educational texts behind the keynote’s central question.

6 resources
Project Gutenberg cover for John Dewey’s Democracy and Education.Primary text (opens in a new tab)

John Dewey · Project Gutenberg edition · 1916

Democracy and Education: education as growth

Dewey treats education as an ongoing capacity for further growth, not merely preparation for a later life.

  • Keynote
  • Learning Science
Use this source carefully

This is a philosophical account of education. It clarifies the keynote’s purpose question; it does not settle contemporary learning science.

Project Gutenberg
Linked MIT Classics Archive page for Aristotle’s Nicomachean Ethics, Book X.Primary text (opens in a new tab)

Aristotle · MIT Classics Archive

Nicomachean Ethics, Book X

Aristotle’s account of activity and flourishing is useful background for asking what education is ultimately trying to make possible.

  • Keynote
  • Learning Science
Use this source carefully

This is a primary philosophical text in translation, not a learning-science finding or a mandate for a single account of flourishing.

MIT Classics Archive
Cover of the Princeton University Press hardcover edition of Lost in Thought by Zena Hitz.Book (opens in a new tab)

Zena Hitz · Princeton University Press · 2020

Lost in Thought: The Hidden Pleasures of an Intellectual Life

Hitz makes the philosophical case that learning and intellectual activity have value beyond credentials, achievement, and status.

  • Keynote
  • Learning Science
Use this source carefully

This is a philosophical argument about the ends of learning, not an empirical test of one instructional model.

Princeton University Press
Title-page view of the linked Perseus edition of Plato’s Phaedrus.Primary text (opens in a new tab)

Plato · Perseus Digital Library · Fowler translation

Phaedrus 274c–275b: writing, memory, and apparent wisdom

In the story of Theuth and Thamus, Plato records a warning that external reminders can weaken practiced memory and create the appearance of wisdom.

  • Keynote
  • Learning Science
Use this source carefully

This is a story inside a dialogue. It should not be flattened into the claim that Plato simply opposed writing.

Perseus Digital Library
Title-page view of the linked MIT Classics Archive edition of Aristotle’s Nicomachean Ethics, Book I.Primary text (opens in a new tab)

Aristotle · MIT Classics Archive

Nicomachean Ethics, Book I.7

Book I frames flourishing as activity, supplying the keynote’s distinction between having an outcome and living a human practice.

  • Keynote
  • Learning Science
Use this source carefully

This is a primary philosophical text in translation, not a modern wellness study or a settled definition for every audience.

MIT Classics Archive
Title-page view of the linked Perseus edition of Plato’s Apology.Primary text (opens in a new tab)

Plato · Perseus Digital Library

Apology 38a: the examined life

The primary text grounds the keynote’s closing language about examination, dialogue, and what makes a human life worth living.

  • Keynote
  • Learning Science
Use this source carefully

This is a philosophical primary text in translation, not an empirical learning or wellness finding.

Perseus Digital Library

FOLLOW THE EVIDENCE

Research & Reports

Studies, syntheses, standards, and reports—paired with what each source does and does not establish.

30 resources
Linked Summer 2026 Stanford Encyclopedia of Philosophy page for Understanding.Reference article (opens in a new tab)

Stephen R. Grimm · Stanford Encyclopedia of Philosophy · Summer 2026 · 2021

Understanding

A survey of why understanding is often treated as more than possessing isolated true facts: it involves grasping relationships, explanations, or structure.

  • Keynote
  • Learning Science
Use this source carefully

A philosophical reference entry maps live debates; it does not provide one universally accepted operational definition.

Stanford Encyclopedia of Philosophy
Linked PubMed Central article page for Decision Making and the Avoidance of Cognitive Demand.Peer-reviewed research (opens in a new tab)

Wouter Kool, Joseph T. McGuire, Zev B. Rosen, and Matthew M. Botvinick · Journal of Experimental Psychology: General · 139(4) · 2010

Decision Making and the Avoidance of Cognitive Demand

Across several choice settings, participants showed a bias toward less cognitively demanding courses of action.

  • Keynote
  • Shortcut Lab
  • Learning Science
Use this source carefully

The experiments support careful language about effort avoidance. They do not prove that students are lazy or that people always avoid demanding thought.

PubMed Central
Title-bearing APA article page for the childhood self-regulation meta-analysis.Meta-analysis (opens in a new tab)

Davina A. Robson, Mark S. Allen, and Steven J. Howard · Psychological Bulletin · 146(4) · 2020

Self-regulation in childhood as a predictor of future outcomes

A synthesis of 150 studies connects childhood self-regulation with later achievement, interpersonal behavior, mental health, and health-related outcomes.

  • K–5
  • Learning Science
Use this source carefully

The evidence is associational. Self-regulation includes cognition and emotion; it is not obedience, and prediction is not fixed destiny.

APA · Psychological Bulletin
First page of Ohio’s Learning Standards for Mathematics.Official standards (opens in a new tab)

Ohio Department of Education and Workforce · State of Ohio · 2017

Ohio’s Learning Standards for Mathematics

The standards demonstration uses Grade 1 standard 1.OA.7. The official wording remains the authority for any local adaptation.

  • Keynote
  • Shortcut Lab
  • AI Policy & Standards
  • Teacher Workflow
Use this source carefully

The state standard does not prescribe this lesson, assessment sequence, or AI policy. The site’s map is one teacher-designed interpretation.

Ohio Department of Education and Workforce
First page of the author-hosted final article on test-enhanced learning and delayed retention.Controlled experiments (opens in a new tab)

Henry L. Roediger III and Jeffrey D. Karpicke · Psychological Science · 17(3) · 2006

Test-enhanced learning and delayed retention

Repeated study improved immediate recall, while prior free-recall testing produced better retention after two days and one week.

  • Keynote
  • Shortcut Lab
  • Learning Science
Use this source carefully

College students learned prose passages under controlled conditions. This does not show that retrieval is always best or that memory equals understanding.

Roediger and Karpicke · Psychological Science
First page of Bjork and Bjork’s author-posted paper on desirable difficulties.Research synthesis (opens in a new tab)

Robert A. Bjork and Elizabeth L. Bjork · Journal of Applied Research in Memory and Cognition · 9(4) · 2020

Desirable difficulties in theory and practice

A difficulty is desirable when it triggers processes that support learning; the same difficulty can be undesirable when a learner lacks a path to respond successfully.

  • Keynote
  • Shortcut Lab
  • Learning Science
Use this source carefully

This is an expert synthesis, not permission to equate hardship with rigor. Prior knowledge, feedback, and a path to success remain essential.

UCLA Bjork Learning and Forgetting Lab
Official issue page for Perspectives on Psychological Science volume 10, issue 2.Integrative review (opens in a new tab)

Nicholas C. Soderstrom and Robert A. Bjork · Perspectives on Psychological Science · 10(2) · 2015

Learning versus performance

Performance observed during instruction can be an unreliable index of the durable changes that constitute learning.

  • Keynote
  • Shortcut Lab
  • Learning Science
Use this source carefully

The review supports a performance-versus-learning distinction, not a claim that every polished product is false evidence.

SAGE Publications
First page of the author-hosted final article on Google effects on memory.Controlled experiments (opens in a new tab)

Betsy Sparrow, Jenny Liu, and Daniel M. Wegner · Science · 333(6043) · 2011

Google effects on memory

When participants expected future access, they recalled less of the information itself and more about where to find it.

  • Keynote
  • Learning Science
Use this source carefully

The experiments describe effects under specific conditions. They do not prove that internet access broadly destroys memory.

Sparrow, Liu, and Wegner · Science
Official White Rose repository record for the AI-text detector evaluation.Tool evaluation (opens in a new tab)

Debora Weber-Wulff and colleagues · International Journal for Educational Integrity · 19 · 2023

Testing AI-generated-text detection tools

An evaluation of public and commercial detectors found serious accuracy and reliability limits.

  • Keynote
  • Shortcut Lab
  • AI Policy & Standards
Use this source carefully

The study tested 2023-era tools, models, and text sets. Products change; detector output should still be treated as one signal, never a verdict.

White Rose Research Online
First page of the author-posted preprint on detector bias against non-native English writers.Peer-reviewed research (opens in a new tab)

Weixin Liang and colleagues · Patterns · 4(7) · 2023

GPT detectors are biased against non-native English writers

The study found high false-positive risk for non-native English writing in the tested detectors and text sets.

  • Keynote
  • Shortcut Lab
  • AI Policy & Standards
Use this source carefully

This finding is specific to the studied tools and samples. It supports evidentiary and fairness caution, not a claim about every current detector.

Liang and colleagues · arXiv
Official cover of Pew Research Center’s report on U.S. teachers.National survey report (opens in a new tab)

Luona Lin, Kim Parker, and Juliana Menasce Horowitz · Pew Research Center · 2024

How teachers manage their workload

Eighty-four percent of surveyed U.S. public K–12 teachers said regular work hours did not provide enough time for grading, planning, paperwork, and email.

  • Keynote
  • Teacher Workflow
Use this source carefully

This is a transparent national public-school survey, not an OHVA-specific result, and it does not isolate one cause of stress or burnout.

Pew Research Center
Official ScienceDirect article page for the learning-by-teaching study.Controlled experiments (opens in a new tab)

Logan Fiorella and Richard E. Mayer · Contemporary Educational Psychology · 38(4) · 2013

Learning by teaching and teaching expectancy

Students who actually taught a brief lesson through recorded explanation showed more persistent comprehension gains than students who studied normally.

  • Keynote
  • Shortcut Lab
  • Learning Science
Use this source carefully

College students taught one science topic in a controlled format. The result does not show that any conversation or discussion board deepens learning.

Elsevier · ScienceDirect
Official Frontiers article page for the handwriting and brain-connectivity study.Neuroscience study (opens in a new tab)

Audrey L. H. van der Meer and Ruud van der Weel · Frontiers in Psychology · 2024

Handwriting and typing recruit different brain networks

In an EEG study of young adults, handwriting produced broader theta/alpha connectivity patterns than one-finger typing.

  • Keynote
  • K–5
  • Learning Science
Use this source carefully

The study measured brain connectivity—not learning or memory outcomes—and has a published methodological critique. Keep the claim narrow.

Frontiers
First page of the author-hosted final Child Development article by Good and Shaw.Developmental research (opens in a new tab)

Katherine Good and Alex Shaw · Child Development · 93(2) · 2022

Children infer reputational costs around asking for help

Across five studies with children ages four to nine, reputational inferences around public help-seeking emerged around age six and were consistent by eight.

  • K–5
  • Learning Science
Use this source carefully

The studies measured predictions about story characters, not children withdrawing their own questions. Do not say children stop asking at six.

Good and Shaw · Child Development
Official Child Development journal image for the advance article on children’s question-asking.Advance research article (opens in a new tab)

L. Zhao, S. Zhu, and J. Peng · Child Development · advance article · 2026

Social cues can change young children’s question-asking

In three studies of Chinese five- and six-year-olds, overheard praise roughly doubled questioning and overheard criticism roughly halved it.

  • K–5
  • Learning Science
Use this source carefully

The sample came from one city and lab tasks; applying the result to U.S. classrooms is an inference. Label this as an advance article.

Oxford University Press · Child Development
Official cover of RAND research report RRA4742-1.Survey report (opens in a new tab)

Heather L. Schwartz and Melissa Kay Diliberti · RAND · RRA4742-1 · 2026

Young people’s AI use for schoolwork

The American Youth Panel found rising self-reported AI use for homework and widespread concern that heavy use could harm critical thinking.

  • Keynote
  • AI Policy & Standards
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These are self-reports and beliefs, not measured cognitive outcomes. The report does not establish that AI use caused learning loss.

RAND
First page of the author-hosted article on purpose in life and health outcomes.Meta-analysis (opens in a new tab)

Randy Cohen, Chirag Bavishi, and Alan Rozanski · Psychosomatic Medicine · 78(2) · 2016

Purpose in life and health outcomes

Across ten prospective studies, higher purpose was associated with lower risk of all-cause mortality and cardiovascular events.

  • Keynote
  • Learning Science
  • Teacher Workflow
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These are observational associations, not proof that purpose causes longevity and not a teacher-specific wellness finding.

Cohen, Bavishi, and Rozanski · Psychosomatic Medicine
Official publication image for Janet Emig’s Writing as a Mode of Learning.Conceptual article (opens in a new tab)

Janet Emig · College Composition and Communication · 28(2) · 1977

Writing as a Mode of Learning

Emig argues that composing can support learning because writers select, organize, connect, and revise meaning.

  • Keynote
  • Shortcut Lab
  • Learning Science
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This is a conceptual argument, not evidence that every writing task creates learning or that outsourcing any sentence outsources all thought.

NCTE · College Composition and Communication
Official journal issue image for the writing-to-learn meta-analysis.Meta-analysis (opens in a new tab)

Robert L. Bangert-Drowns, Marlene M. Hurley, and Barbara Wilkinson · Review of Educational Research · 74(1) · 2004

School-Based Writing-to-Learn Interventions

The synthesis found that writing-to-learn effects depend on the cognitive and metacognitive work the task actually prompts.

  • Keynote
  • Shortcut Lab
  • Learning Science
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Average effects across varied interventions do not show that every writing assignment deepens understanding.

SAGE · Review of Educational Research
Official Frontiers article image for the 2020 handwriting and typewriting EEG study.Neuroscience study (opens in a new tab)

Eva Ose Askvik, F. R. van der Weel, and Audrey L. H. van der Meer · Frontiers in Psychology · 2020

The Importance of Cursive Handwriting Over Typewriting

This high-density EEG study reported different connectivity patterns during handwriting and typing tasks.

  • Keynote
  • K–5
  • Learning Science
Use this source carefully

The study measured brain activity in a small task sample, not classroom achievement, durable memory, or a universal advantage for handwriting.

Frontiers
Official Pew Research Center report cover for How Teens Use and View AI.National survey report (opens in a new tab)

Pew Research Center · Pew Research Center · Internet & Technology · 2026

How Teens Use and View AI

A national survey of U.S. teens documented widespread chatbot use for information and schoolwork, including a smaller group reporting very heavy use.

  • Keynote
  • AI Policy & Standards
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These are self-reported behaviors from teens ages 13–17, not direct measures of learning and not evidence about younger children.

Pew Research Center
Official Opportunity Insights Economic Tracker view for the public Zearn dataset.Public data tracker (opens in a new tab)

Opportunity Insights and Zearn · Economic Tracker public dataset · 2020

Economic Tracker: Zearn online mathematics progress

The public tracker records how online mathematics progress changed during school closures and diverged across school-income groups.

  • Keynote
  • Learning Science
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This is platform activity data, not a complete measure of mathematics learning or access. The income grouping uses school FRPL terciles.

Opportunity Insights · Zearn
Official JAMA Network Open article image for the study of life purpose and mortality.Prospective cohort study (opens in a new tab)

Aliya Alimujiang and colleagues · JAMA Network Open · 2(5) · 2019

Association Between Life Purpose and Mortality

In a cohort of U.S. adults over 50, lower reported purpose was associated with higher all-cause mortality over follow-up.

  • Keynote
  • Teacher Workflow
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This observational study shows association, not that increasing purpose will cause longer life, and it is not teacher-specific.

JAMA Network Open
Official Psychological Science issue image for the study of purpose and mortality.Longitudinal study (opens in a new tab)

Patrick L. Hill and Nicholas A. Turiano · Psychological Science · 25(7) · 2014

Purpose in Life as a Predictor of Mortality Across Adulthood

In a 14-year longitudinal sample, higher purpose was associated with lower mortality risk across adult age groups.

  • Keynote
  • Teacher Workflow
Use this source carefully

The study is observational and does not prove that purpose itself caused longevity or that the same pattern is specific to educators.

SAGE · Psychological Science
Official cover of U.S. PIRG Education Fund’s Trouble in Toyland 2025 report.Consumer testing report (opens in a new tab)

U.S. PIRG Education Fund · 40th annual toy-safety report · 2025

Trouble in Toyland 2025

The report tested consumer toys with generative-AI chatbots and documented inappropriate outputs, weak parental controls, and designs that resisted stopping.

  • K–5
  • AI Policy & Standards
Use this source carefully

This is a market snapshot of tested products, not a verdict on every AI-enabled toy or classroom tool.

U.S. PIRG Education Fund
Official Common Sense Media publication image for AI Companions Decoded.Risk assessment (opens in a new tab)

Common Sense Media and Stanford Medicine Brainstorm Lab · Common Sense Media · 2025

AI Companions Decoded

The assessment identified attachment-by-design, weak age gates, and harmful outputs in social AI companion apps.

  • K–5
  • AI Policy & Standards
Use this source carefully

The assessment addresses companion apps, not every classroom AI tool; its evidence and recommendations should not be generalized beyond that category.

Common Sense Media
Official cover for Common Sense Media’s Talk, Trust, and Trade-Offs report.National survey report (opens in a new tab)

Common Sense Media · Common Sense Media research · 2025

Talk, Trust, and Trade-Offs

A national teen survey described how often young people use AI companions and the kinds of conversations they bring to them.

  • K–5
  • AI Policy & Standards
Use this source carefully

This is self-reported teen data, not evidence about elementary-aged children or the effects of any one classroom practice.

Common Sense Media
Official Common Sense Media publication image for its AI toy companion research.Consumer research (opens in a new tab)

Common Sense Media · Common Sense Media · 2026

AI Toy Companions: Safety Risks for Children

Testing of voice-based AI toys examined bonding mechanisms and the frequency of outputs judged inappropriate for children.

  • K–5
  • AI Policy & Standards
Use this source carefully

The findings apply to the tested toy companions and do not establish the behavior of every future product or educational assistant.

Common Sense Media
Official Federal Trade Commission announcement page for the AI companion chatbot inquiry.Federal inquiry (opens in a new tab)

Federal Trade Commission · FTC press release · 2025

FTC 6(b) Inquiry into AI Companion Chatbots

The FTC ordered seven companies to report what they know about companion chatbots’ effects on children and teens.

  • K–5
  • AI Policy & Standards
Use this source carefully

A 6(b) study is an information-gathering inquiry, not a finding that any named company violated the law.

Federal Trade Commission
Official Federal Register page for the 2025 Children’s Online Privacy Protection Rule.Federal rule (opens in a new tab)

Federal Trade Commission · Federal Register · 90 FR 16954 · 2025

Children’s Online Privacy Protection Rule

The final rule updates children’s privacy protections, including covered biometric identifiers and limits on retaining children’s data.

  • K–5
  • AI Policy & Standards
Use this source carefully

This is federal regulatory text and background, not legal advice or a substitute for district policy and counsel.

Federal Register

TRY THE IDEA

Interactive Experiences

Teacher-facing demonstrations and thought experiments built for this companion.

5 resources
The Digital Doppelgänger robot guide points to one side.Interactive stories

Matthew A. Zinn · The Shortcut · 2026

Thought experiments

Follow the Digital Doppelgänger through all six endings, or use the K–2 and 9–12 companion stories to make the learning question concrete.

  • Keynote
  • K–5
  • Learning Science
Use this source carefully

These are original reflective scenarios, not assessment instruments or empirical research.

The Shortcut
The two-tier 2026 AI landscape field guide.Interactive field guide

Matthew A. Zinn · The Shortcut · 2026

The 2026 AI landscape

A two-tier map of what is real now, what remains theoretical, and which systems have moved columns.

  • Keynote
  • AI Policy & Standards
Use this source carefully

This is a dated field guide, not a prediction. Capabilities and product availability can change quickly.

The Shortcut
A teacher edits an AI-generated assessment idea in the standards demonstration.Teacher tool

Matthew A. Zinn · The Shortcut · 2026

Unpacking Standards

Choose an official standard and inspect one editable, coverage-honest route from wording to objectives, evidence, lesson moves, and export.

  • Shortcut Lab
  • AI Policy & Standards
  • Teacher Workflow
Use this source carefully

The generated map is a teacher-editable interpretation. It does not replace the official standard, local curriculum, or professional judgment.

The Shortcut
The Fair-Share Factory robot holds a clipboard, ready for a challenge.Focused resource shelf

Matthew A. Zinn · The Shortcut · 2026

The Early-Grades Shelf

K–5 framing, question starters, sentence-and-image moves, and age-appropriate context for classrooms where the AI conversation looks different.

  • K–5
  • Teacher Workflow
  • AI Policy & Standards
Use this source carefully

This is a teacher-facing shelf, not a student site or family-policy substitute.

The Shortcut
The Fair-Share Factory robot stands ready beside a clipboard.Teacher-facing game demo

Matthew A. Zinn · The Shortcut · 2026

Fair-Share Factory

A narrated, device-local demonstration of how a mastery game could ask second graders to build, name, compare, and defend equal shares.

  • K–5
  • Learning Science
  • Teacher Workflow
Use this source carefully

This is a teacher-facing demonstration aligned to Ohio 2.G.3, not a validated intervention or a student service.

The Shortcut

PROVENANCE + ACCESS

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