Individual access
Paid Substack subscription
For educators and leaders who want selected article-companion Studios. Paid subscriber Practice Studios open through their Substack posts with no separate Inspire Higher Ed charge.
Subscribe on SubstackWeekly essays remain free. Selected companion Practice Studios give individuals a way to practice; complete pathways give institutions a sequenced, facilitated learning experience.
Seven Human+AI Practice Pathways are available for institution-, school-, or district-supported cohorts of up to 25 named participants. Human Purpose, Character, and Curiosity is now published. AI, Access, and Educational Opportunity and Human Capability in AI-Supported Work are in development.
Individual access
For educators and leaders who want selected article-companion Studios. Paid subscriber Practice Studios open through their Substack posts with no separate Inspire Higher Ed charge.
Subscribe on SubstackInstitutional access
For institutions that want a facilitator-ready, six-session continuing-learning experience with named participants, completion tracking, stackable credentials, shared discussion, and a culminating implementation artifact.
Explore available pathwaysBrowse every Studio in each pathway, with access clearly marked. Start with the free introductory Studio, open subscriber Studios through their articles, or explore institutional enrollment for pathway-only Studios.
Browse all six Studios in sequence. Cards show free, subscriber, or pathway-only access. The free foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before Thinking With AI · Not one of the six required Studios
Open free StudioRead alarming AI-and-learning claims in proportion and plan an evidence-based response.
Companion to “The Great AI Learning Panic: What Socrates Would Say About ChatGPT”
Pathway: Thinking With AI
Open free StudioUse AI dialogue to make reasoning visible without surrendering human judgment.
Companion to “The AI Microscope: How AI Can Enhance Critical Thinking and Creativity in Education”
Pathway: Thinking With AI
Open on SubstackReplace one-shot answers with questioning, testing, challenge, and revision.
Pathway: Thinking With AI · Session 3
Available only through institutional pathway enrollment.
Explore pathway accessUse AI to surface assumptions, counterarguments, and weaknesses in a first conclusion.
Pathway: Thinking With AI · Session 4
Available only through institutional pathway enrollment.
Explore pathway accessDesign support that builds capability and fades as expertise grows.
Pathway: Thinking With AI · Session 5
Available only through institutional pathway enrollment.
Explore pathway accessDelegate strategically and redirect attention toward higher-order learning.
Pathway: Thinking With AI · Session 6
Available only through institutional pathway enrollment.
Explore pathway accessBrowse all six Studios in sequence. Cards show free, subscriber, or pathway-only access. The free foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before Building AI Competency Through Practice · Not one of the six required Studios
Open free StudioDistinguish tool training from durable disciplinary competency and define the outcome one course should build.
Companion to “What Students Want Is Not What We Are Offering”
Pathway: Building AI Competency Through Practice · Session 1
Open on SubstackLocate where a course stops on the literacy-to-competency-to-expertise ladder and design the next rung.
Companion to “The Ladder Students Can See: How AI Literacy, Competency, and Expertise Look From the Inside”
Pathway: Building AI Competency Through Practice · Session 2
Open on SubstackReplace one-shot performance with repeated low-stakes practice, feedback, revision, and transfer.
Companion to “The Practice Gap: How AI Is Giving Students the Repetitions They've Always Needed”
Pathway: Building AI Competency Through Practice · Session 3
Open on SubstackBuild support that helps learners begin and deliberately fades as capability and independence grow.
Companion to “The Guide That Fades: What One Student's Mathematica Project Reveals About Learning With AI”
Pathway: Building AI Competency Through Practice · Session 4
Open on SubstackWiden who receives consequential practice, professional feedback, and equitable routes into participation.
Companion to “A Foot in the Door, for Everyone”
Pathway: Building AI Competency Through Practice · Session 5 · Also AI, Access, and Educational Opportunity
Open on SubstackDefine observable evidence that learners can perform, explain, verify, and adapt rather than merely produce fluent output.
Companion to “Judgment and Discernment Are Doing Different Work”
Pathway: Building AI Competency Through Practice · Session 6
Open on SubstackBrowse all six Studios in sequence. Cards show free, subscriber, or pathway-only access. The free foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before Designing With the 5E Competency Framework · Not one of the six required Studios
Open free StudioBuild the judgment floor students need to question, verify, and use fluent AI output responsibly.
Companion to “The Rung You Cannot Skip: Why the Knowledge Comes Before the Tool, Not After”
Pathway: Designing With the 5E Competency Framework · Expertise
Open on SubstackRedesign one learning activity so a first response becomes a purposeful attempt-feedback-revision cycle.
Companion to “Room to Run It Again: Why the Scaffold That Works Is a Stance, Not a Procedure”
Pathway: Designing With the 5E Competency Framework · Experimentation
Open on SubstackTurn one simulated activity into a bounded route to real stakeholders, live constraints, reciprocal value, and equitable access.
Companion to “Someone on the Other End: Why Real Stakeholders Change What Students Learn”
Pathway: Designing With the 5E Competency Framework · Engagement · Also a Session 5 alternative in Building AI Competency Through Practice
Open on SubstackVerify evidence, question the frame, and design a forcing function that makes student evaluation visible.
Companion to “Every Output Is a First Draft: Teaching Students to Interrogate What AI Hands Them”
Pathway: Designing With the 5E Competency Framework · Evaluation
Open on SubstackThread ethical discernment into ordinary technical decisions, make reasoning visible, and turn recognition into an advocacy move.
Companion to “Ethics Is Not a Module: Why the Fifth Competency Runs Through the Other Four”
Pathway: Designing With the 5E Competency Framework · Ethics
Open on SubstackMap one competency across a program, connect faculty readiness to assessment design, and turn the gaps into an implementation decision.
Companion to “The Two Ceilings: Why Students Cannot Reach What Programs Have Not Built”
Pathway: Designing With the 5E Competency Framework · Session 6 Integration Capstone
Open on SubstackBrowse all six Studios in sequence. Cards show free, subscriber, or pathway-only access. The free foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before From AI-Vulnerable to AI-Partnered Courses · Not one of the six required Studios
Open free StudioDefine the partnership-oriented outcome that will guide a course or assignment redesign.
Companion to “Designing for Partnership”
Pathway: From AI-Vulnerable to AI-Partnered Courses
Open on SubstackDiagnose where tool training falls short of genuine Human+AI partnership.
Pathway: From AI-Vulnerable to AI-Partnered Courses · Session 2
Available only through institutional pathway enrollment.
Explore pathway accessBuild an assignment around dialogue, challenge, response, and revision.
Pathway: From AI-Vulnerable to AI-Partnered Courses · Session 3
Available only through institutional pathway enrollment.
Explore pathway accessCreate support that deliberately decreases as student capability grows.
Pathway: From AI-Vulnerable to AI-Partnered Courses · Session 4
Available only through institutional pathway enrollment.
Explore pathway accessDesign for meaningful AI participation without hiding labor or widening access gaps.
Pathway: From AI-Vulnerable to AI-Partnered Courses · Session 5
Available only through institutional pathway enrollment.
Explore pathway accessDistinguish evidence of developed judgment from polished AI output.
Pathway: From AI-Vulnerable to AI-Partnered Courses · Session 6
Available only through institutional pathway enrollment.
Explore pathway accessBrowse all six Studios in sequence. Cards show free, subscriber, or pathway-only access. The free foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before Teaching for Human+AI Agency · Not one of the six required Studios
Open free StudioChoose the human capability students must develop and redesign one activity so their thinking becomes visible.
Companion to “The Oldest Educational Idea Is Now the Most Revolutionary: Teaching Students How to Think”
Teaching for Human+AI Agency · Session 1
Open on SubstackDefine the student learning and agency outcome that should guide appropriate AI participation.
Companion to “Designing for Partnership”
Teaching for Human+AI Agency · Session 2
Open on SubstackBuild dialogue, challenge, response, and revision into a high school learning task.
Pathway: Teaching for Human+AI Agency · Session 3
Available only through institutional pathway enrollment.
Explore pathway accessPlan support that helps students begin and deliberately recedes as capability grows.
Companion to “The Guide That Fades: What One Student's Mathematica Project Reveals About Learning With AI”
Teaching for Human+AI Agency · Session 4
Open on SubstackAddress unequal access, hidden support, and responsible participation in AI-rich learning.
Pathway: Teaching for Human+AI Agency · Session 5
Available only through institutional pathway enrollment.
Explore pathway accessDefine evidence that students can make and defend choices beyond polished AI output.
Companion to “Judgment and Discernment Are Doing Different Work”
Teaching for Human+AI Agency · Session 6
Open on SubstackBrowse all six Studios in sequence. Cards show free, subscriber, or pathway-only access. The free foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before Leading Institutional AI Transformation · Not one of the six required Studios
Open free StudioStrengthen the institution’s core mission while building future-facing capabilities in parallel.
Pathway: Leading Institutional AI Transformation · Session 1
Available only through institutional pathway enrollment.
Explore pathway accessLocate the adaptation gap in institutional speed, data, decision processes, and partnership capacity.
Companion to “The Great Divide: How AI-Adaptive Institutions Are Pulling Ahead in Higher Education”
Pathway: Leading Institutional AI Transformation · Session 2
Open on SubstackClarify purpose, partnership, and the faculty-development conditions required for transformation.
Pathway: Leading Institutional AI Transformation · Session 3
Available only through institutional pathway enrollment.
Explore pathway accessName the human problems worth solving before selecting tools.
Pathway: Leading Institutional AI Transformation · Session 4
Available only through institutional pathway enrollment.
Explore pathway accessUse design fiction and futures wheels to map consequences and improve decisions.
Pathway: Leading Institutional AI Transformation · Session 5
Available only through institutional pathway enrollment.
Explore pathway accessGive promising grassroots experiments the air cover to spread with intention.
Pathway: Leading Institutional AI Transformation · Session 6
Available only through institutional pathway enrollment.
Explore pathway accessPractice the human capacities education should deliberately cultivate. The foundation is optional and does not count toward the six Studios.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Also available as a standalone Practice Studio
Optional before Human Purpose, Character, and Curiosity · Not one of the six required Studios
Open free StudioDefine the human purpose of a learning experience and decide which thinking learners must practice themselves.
Companion to “What If AI Isn't the Problem?”
Pathway: Human Purpose, Character, and Curiosity, Session 1
Open on SubstackMake questions, reasoning, and revision visible in a learning activity.
Companion to “The Curiosity Deficit”
Pathway: Human Purpose, Character, and Curiosity, Session 2
Open on SubstackDesign an experience that invites curiosity, uncertainty, and purposeful exploration.
Companion to “Unleashing Wonder”
Pathway: Human Purpose, Character, and Curiosity, Session 3
Open on SubstackDevelop empathy, wisdom, and ethical discernment through observable practice.
Companion to “The Character Revolution”
Pathway: Human Purpose, Character, and Curiosity, Session 4
Open on SubstackEvaluate AI-supported reflection and design a deliberate return to human relationships.
Companion to “AI as Character Coach”
Pathway: Human Purpose, Character, and Curiosity, Session 5
Open on SubstackRecognize developing strengths and connect them to meaningful contributions.
Companion to “Education as Gift Discovery”
Pathway: Human Purpose, Character, and Curiosity, Session 6
Open on SubstackPractice what you need to understand, verify, and remain responsible for when AI contributes to your work. Sessions 1–4 have companion Studios for paid subscribers. Sessions 5–6 and the full institutional Pathway are in development. All six articles are free. Studios 1–5 are subscriber companions; Studio 6 is institutional-only. Individual completion certificates do not award assessed competency or a Pathway credential.
Build an accurate generative-AI mental model and a repeatable Human+AI practice.
Free universal foundation
Optional before Human Capability in AI-Supported Work; outside its six core Studios. Facilitators may waive it when foundational capabilities are demonstrated.
Open free StudioMap a real task, name what remains uncertain, and decide whether to continue with AI, repair the conditions, seek another source, or stop.
Companion to “The Friction Worth Keeping: How to Decide Which Effort Belongs to You”
Pathway: Human Capability in AI-Supported Work · Session 1
Open on SubstackTest a consequential claim against source records, identify what the reviewer needs, and decide whether to accept, revise, or pause.
Pathway: Human Capability in AI-Supported Work · Session 2
Companion to “The Check That Matters: What Meaningful Human Oversight Requires”, scheduled for September 21, 2026.
Open on SubstackTrace a recommendation to its evidence, examine unresolved choices, and record a decision with conditions for review and recovery.
Pathway: Human Capability in AI-Supported Work · Session 3
Companion to “An Answer Everyone Agrees On: How to Test Apparent Consensus”.
Open on SubstackExamine the conditions behind a result, choose evidence that fits the question, and plan a fair next comparison.
Pathway: Human Capability in AI-Supported Work · Session 4
Companion to “The Conditions Behind the Result”.
Open on SubstackPathway: Human Capability in AI-Supported Work · Session 5
Planned for paid subscribers as its companion article is released.
Pathway: Human Capability in AI-Supported Work · Session 6
Planned institutional Pathway-only implementation Studio. Excluded from Substack subscriptions.
Focused practice that is not part of a credential pathway.
Build an accurate generative-AI mental model, test a real task, and create a repeatable Human+AI practice without surrendering human judgment.
Free universal foundation · Optional before every Human+AI Practice Pathway
Standalone Studio · No pathway enrollment required
Open free StudioIdentify one context-specific need, decide whether to build or adapt, preserve learner thinking, and plan checks for accuracy, accessibility, privacy, and maintenance.
Companion to “The Tools You Build Yourself”
Standalone Studio · Not currently part of a credential pathway
Open on SubstackSeparate four activities hidden inside “AI professor,” test what learners can do beyond the system, and design one bounded practice experience that reinvests capacity in human connection.
Companion to “The AI Professor Isn’t the Point”
Standalone Studio · Not currently part of a credential pathway
Open on SubstackBuild stronger prompts through Context, Role, Action, Format, and Tone.
Companion to “How You Ask Is What You Get”
Standalone Studio · Not part of a credential pathway
Open on SubstackEach pathway is designed for cohorts of up to 25 participants. Estimated time: six to twelve weeks, depending on the cohort cadence. Every Studio earns a Human+AI Skill Badge, and all six completed Studios issue the public Human+AI Practice Credential for that pathway. The assessed Human+AI Competency is separate: it requires all six Studios, active cohort membership, and facilitator approval of the pathway artifact or project, and is issued through cohort Tools.
The complete six-Studio sequences, facilitator resources, tracking, and pathway credentials are institutional offerings.
Replace passive, one-prompt AI use with deliberate dialogue, challenge, verification, and reflection.
Diagnose assignment vulnerability and redesign learning around human judgment, visible process, and appropriate AI support.
Move beyond AI literacy toward disciplinary competency through deliberate practice, feedback, rehearsal, and discernment.
Translate AI competency into connected course and program design across Expertise, Experimentation, Engagement, Evaluation, and Ethics.
Approach AI transformation as a strategic, human, and organizational challenge—not simply a technology rollout.
Design AI-ready high school learning that strengthens student thinking, agency, integrity, access, and human responsibility.
Explore what education should deliberately cultivate when intelligent tools can produce increasingly sophisticated outputs.
Use AI to expand access to practice, feedback, expertise, and opportunity while protecting quality and human agency.
Design and test AI-supported work so that people remain able to explain, verify, challenge, and adapt what they produce.
Five companion Studios will be available to paid Substack subscribers as their articles are released. The sixth implementation Studio, facilitated sequence, tracking, and Pathway credential process are reserved for institutional participation. The full Pathway is not yet available.
Institutional workshops create shared understanding and momentum. Add a Practice Pathway to continue the learning through sustained application, evidence, and credentialing after the workshop.
Participants earn one verifiable badge for each completed Studio—six badges are available in every pathway.
Completing the six-Studio sequence earns the pathway’s named Human+AI Practice Credential.
The Practice Credential plus an approved implementation project demonstrates applied competency.
From $15,000 per day
A flexible workshop engagement for institutional alignment, shared language, practical application, and action priorities for up to 50 attendees. Select from 12 topics to fit institutional needs.

$4,500 per cohort
One six-Studio pathway for one cohort of up to 25 named participants.
$7,500 per cohort
Completion credentialing plus a train-the-trainer onboarding session that prepares an institutional contact to facilitate the pathway and review project submissions.
$25,000 per year
A portfolio license for institutions building Human+AI capability across multiple learning communities.
Inspire Higher Ed is developing structured learning environments where students and professionals can rehearse field-specific human capabilities through AI-supported simulation, guided reflection, coaching, and implementation support.
The purpose is not to automate human work. It is to help learners practice judgment, communication, preparation, adaptability, ethical decision-making, and reflection before they encounter complex professional situations in the field.
We are looking for thoughtful course, department, center, and professional-learning partners to test focused, evidence-informed pilots before scaling.
A focused practice lab for journalism students learning how to interact with unfamiliar, reluctant, guarded, irritated, official, or difficult-to-read sources before encountering those situations in the field.
Journalism courses, reporting classes, student media preparation, communication programs, and experiential learning environments.
A practice-centered lab for learners and professionals who want to rehearse buyer conversations, discovery, objection handling, ethical persuasion, coaching, and adaptive follow-up with AI-supported personas and reflection.
Sales education programs, business schools, sales centers, professional selling courses, leadership development, and industry training.
Subscribe for article-companion Practice Studios, or choose a transparent institutional pathway, workshop, or portfolio.