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Season 7—Spring 2026  ·  20 episodes  ·  Through-line: the human architecture of institutional change
Why AI Scaffolding
Matters More than Use Cases
Flowers · S6
Decentralized
AI is the Future
Goertzel
Canonical
Knowledge is Key
DosSantos
What AI as
Cheap Prediction Means
Gans
Cheap Prediction,
Expensive Change
Goldfarb
Folk Law &
Fax Machines
Pahlka
Inside The
Infinity Machine
Mallaby
Crisis Is
Your Opening
Nitze
The Confabulation
Machine
Ratliff
No Strategy
Without Vision
Evergreen
When Agents Have
Wallets, Trust Is Currency
Cohen Freue
Nuclear Fusion,
No Power Lines
Frankle
The Checklist Your
Deck Is Missing
McMillan
Knowing Before
Doing
Hasbe
The Pyramid Was
Always Wrong
Barzun
Structure Before
Features
Schwartz
Selling to
Machines
Scheibenreif
What Agentic
Orchestration Actually Means
Hosts
You Are the
Circumstances
Godin
AI Activates
Service Design
Reason & Løvlie
The Shareholder
Is the Member
Leung ← Latest
New Ideation
New this week  ·  S7E20 · Mona Leung
Ideation

The Shareholder Is the Member

For-profit companies keep discovering that agentic AI wants a longer bet than the quarter will allow. Mona Leung, former CFO at Alliant Credit Union and CFO consultant at Digital Federal Credit Union, has spent time on the other side of that pressure. At a credit union, the customers and the shareholders are the same people. The profit conversation and the service conversation already face the same direction. Josh Tyson and Robb Wilson sit down with her to learn how that structure forms an AI strategy that could transform a sector.

Originating episode · The Shareholder Is the Member · Invisible Machines  ·  Mona Leung  ·  S7E20  ·  October 2026
Read the full Ideation →

The customers and the shareholders are the exact same people.

—Mona Leung
Related ideas: The shareholder is the member The flywheel that doesn't leak Trust is the currency Agents, wallets, trust Service blueprint
In this ideation
Episode
Free
The Shareholder Is the Member—Mona Leung · Invisible Machines
Mona Leung
The Shareholder Is the Member · Invisible Machines
S7E20  ·  October 2026  ·  Video + transcript
UXM Article  ·  From the Practice
Free  ·  6 min
UX Magazine Staff
The Flywheel That Doesn't Leak
On members, shareholders, and the institutions that can afford to mean what they tell an agent.
Read article →
UXM Article
Free  ·  9 min
UX Magazine Staff
Trust Is the Currency, Knowledge Is the Engine
Federico Cohen Freue on why trust and knowledge have to come before an agent can act.
Read article →

New Articles

All articles →
Interaction design

The Personalization Trap

Tushar Deshmukh on the line between a recommendation that serves you and one that steers you, and why that line is invisible from inside the interface.

Tushar Deshmukh  ·  6 min
Organizational design

The Flywheel That Doesn't Leak

On members, shareholders, and the institutions that can afford to mean what they tell an agent.

UX Magazine Staff  ·  6 min
Systems & operational design

Agent Memory: Your Agent Saved the Lesson. Why Didn’t It Use It?

ShaoTung Lien (練紹彤) on why a saved correction still fails when the agent never thinks to look for it.

ShaoTung Lien (練紹彤)  ·  6 min
Interaction design

Who Forgives the Algorithm?

Tushar Deshmukh on why a machine’s mistake costs more trust than the same error from a person, and how to design a way back.

Tushar Deshmukh  ·  7 min
Systems & operational design

Fix the System, Not the Symptoms: The Twelve Scrolls of Systems Thinking

A comic cheat sheet of 12 systems tools. Pavel Bukengolts on mapping the loop before the next fix treats a symptom as the cause.

Pavel Bukengolts  ·  8 min
Organizational design

The Tragedy of Fritz Haber and the Perils of Technological Progress

Roger Forsgren on Fritz Haber: the process that feeds billions, and the weapons that came from the same hands.

Roger Forsgren  ·  16 min
Systems & operational design

Agent Memory: AI Agents Can Remember. But Can They Learn?

ShaoTung Lien (練紹彤) on agent memory: a saved note only matters if it changes the next decision.

ShaoTung Lien (練紹彤)  ·  5 min
Conversation design

The Empathy Machine That Feels Nothing

Tushar Deshmukh on interfaces built to sound caring, and what happens when a user can no longer tell warmth from a performance.

Tushar Deshmukh  ·  7 min
Organizational design

From Figma to Firmware: The Invisible Tax on DesignOps

The bill is drift, not speed. Pavel Bukengolts on a System Contract that keeps design intent from leaking into the pull request.

Pavel Bukengolts  ·  15 min
Service design

What Is a Service Blueprint in the Age of AI? Part 2

The blueprint as a system prompt: automation can free time, but people still have to decide what that time is for.

Ben Reason  ·  4 min
Members essay · Service design

They Aren’t Paying for the Haircut

The haircut was the product. The service was the time in the chair, and the day after.

Josh Tyson  ·  6 min
Service design

Five More Obvious (But Not So Obvious) Truths About Service Design

Five more realizations from Reason, Løvlie, Godin, and Age of Invisible Machines. Each is trivially true, and each invalidates another category of work.

UX Magazine Staff  ·  14 min
Ideations—Season 7 All ideations →
Future-Solving
Naming the human-feeling outcome before the tool parade begins: map what must become true, let exploration stay fuzzy while the vision stays sharp, and refuse to substitute vendor matrices for strategy.
↳ Evergreen, S7E9
Also in: vendor bake-off essays, members kickflip arc
◉ Episode ◉ UXM article ◉ Members essay ◉ Transcript
Canonical Knowledge
One governed layer of meaning everyone agrees to treat as source-of-truth—so agents and humans aren’t improvising incompatible copies of the same policy, pricing rule, or clinical pathway.
↳ DosSantos, S7E2
Also in: scaffolding episodes on operational truth
◉ Episode ◉ Guest article ◉ Transcript ○ Members essay
Cheap Prediction, Expensive Judgment
When prediction drops toward zero marginal cost, the binding constraint stops being “can the model guess right?” and becomes “who is accountable for acting on it inside messy institutions?”
↳ Goldfarb & Gans, S7E3–4
Also in: complements to prediction economics
◉ Episode ◉ UXM article ◉ Transcript ○ Members essay
The Confabulation Machine
LLMs as conviction engines: fluent, plausible, and prone to completing narratives that never happened—a design problem for verification layers, not just model knobs.
↳ Ratliff, S7
Also in: Shell Game cluster essays
◉ Episode ◉ UXM essays ◉ Members essay ◉ Transcript
Latest Episode Episode page →
Read now  ·  Invisible Machines S7E20
The Shareholder Is the Member—Mona Leung · Invisible Machines S7E20
Mona Leung on The Shareholder Is the Member
Mona Leung  ·  Former CFO, Alliant Credit Union
For-profit companies keep discovering that agentic AI wants a longer bet than the quarter will allow. At a credit union, the customers and the shareholders are the same people.
Recent Episodes
S7 · Ben Reason & Lavrans Løvlie
AI Activates Service Design
The blueprint is the flight plan.
S7 · Seth Godin
You Are the Circumstances
Entanglement, the pin, and why a person will wink.
S7 · Hosts
What Agentic Orchestration Actually Means
You cannot trust the orchestratee to be the orchestrator.
S7 · Don Scheibenreif
Selling to Machines
Adoption is bottom-up while denial is top-down.
S7 · Evan J. Schwartz
Structure Before Features
You own the outcome, AI owns the output—structure before the feature.
S7 · Matthew Barzun
The Pyramid Was Always Wrong
Bottom-up is still a pyramid—constellation thinking for agentic orgs.
S7 · Sudhir Hasbe
Knowing Before Doing
Graph databases as the agent knowledge layer—knowing before doing.
S7 · Jeff McMillan
The Checklist Your Deck Is Missing
Knowledge before agents at enterprise scale.
S7 · Jonathan Frankle
Nuclear Fusion, No Power Lines
Fusion-grade models without the grid—and specification beyond benchmarks.
S7 · Brian Evergreen
No Strategy Without Vision
Vision-first strategy and procurement theater.
S7 · Federico Cohen Freue
When Agents Have Wallets, Trust Is Currency
Knowledge before action at enterprise scale.
S7 · Evan Ratliff
The Confabulation Machine
Truth, narrative completion, and verification design.
S7 · Marina Nitze
Crisis Is Your Opening
Sensemaking failure and crisis engineering practice.
S7 · Sebastian Mallaby
Inside The Infinity Machine
Capital, concentration, and frontier models.
S7 · Jennifer Pahlka
Friction Is the Feature
Folk law, implementation gaps, and civic systems.
S7 · Avi Goldfarb
Cheap Prediction, Expensive Change
Complements, judgment, and organizational cost stacks.
Members Essays Member essays →
Members only  ·  Josh Tyson
They Aren’t Paying for the Haircut

The haircut was the product. The service was the time in the chair, and the day after.

Original analysis  ·  Tied to Invisible Machines S7E19
Service design Needle in the Hay Ben Reason Seth Godin
Josh Tyson  ·  6 min read  ·  October 7, 2026
Read members essay →
Also in members
Selling to Machines Collaboration
Usurper, My Collaborator
🔒 Members essay · Josh Tyson · August 20, 2026 · 10 min
Knowing Before Doing Canonical knowledge
How Do You Like Them Apples?
🔒 Members essay · Josh Tyson · July 14, 2026 · 8 min
Invisible Machines Social contract
Did We Agree to This?
🔒 Members essay · Josh Tyson · May 6, 2026 · 9 min