Semble.CC — Get Paid to Grow
An open-source school for systems thinking

Get paid
to grow.

Get paid to learn. Get paid to apply and build. Get paid to teach and mentor. Get paid to solve real systemic problems.

A movement to learn, teach, and build together — built on the highest-leverage skill of the modern age. See the system. Learn. Adapt. Evolve. And teach.

Semble — Learn Systems Thinking Together

The leverage point

Every crisis is a systems failure in disguise.

Division. Burnout. Broken institutions. A struggling planet. We treat them as separate emergencies — but they share one root: we were trained to break the world into parts, and never taught to see how the parts connect. Systems thinking is that missing skill.

SHALLOW · LOW LEVERAGE Tweak the numbers Add more rules and tests Change the goals of schooling Shift the structure of learning Change how people think SEMBLE WORKS HERE DEPTH OF INTERVENTION

"The most powerful place to intervene in a system is the mindset out of which the system arises."

— Donella Meadows, Leverage Points

Most schooling pushes on the shallow end — facts, rules, scores. Systems thinking pushes on the deep end: the mental models behind every choice that follows. Teaching it widely isn't one good idea among many. It is the leverage point — and almost no one is standing on it yet.

The problem we solve

Systems thinking is hard to learn — alone.

It is abstract. It is overwhelming. The ideas interlock, the books are dense, and there is no obvious first step or place to practice. Most people who reach for systems thinking quietly bounce off — not because the ideas are beyond them, but because they are facing them by themselves. Semble's entire design answers one question: what if you didn't have to?

The obstacle — it feels abstract

A practice space

Theory you only read slides away. So every month you apply systems thinking to something real and present what you found — at the Semble Student Session and in your monthly build. Abstract ideas become muscle you can feel.

The obstacle — it's overwhelming

A community

Learning a whole new way of seeing is heavy to carry by yourself. At Semble you carry it beside other people — encouragement when it's hard, momentum when you stall, and the simple proof that you are not the only one finding it difficult.

The obstacle — there's no clear path

A learning community

Alone, you never quite know what to study next. Semble gives you a shared rhythm — goals, honest reflection, the monthly loop — and a cohort moving through it with you. You always know your next step, and you never take it alone.

The obstacle — it's isolating

A network

A course ends and the connections vanish. Semble is built to leave you with the opposite: mentors, peers, and practitioners — and a coalition beyond them — who stay connected long after any single lesson is done.

You don't learn to see the system by yourself.
You learn it together.

The case, in numbers

An essential skill. A wide-open window.

Systems thinking is taught in almost no school, practiced by remarkably few, and needed by everyone. That gap is not a problem — for a founder, it is the opportunity.

~16%
of any population are innovators & early adopters — where systems thinking still sits today
<15%
typical completion rate of self-paced online courses — the old way of learning is broken
17/17
UN global goals that are interconnected systems — every grand challenge is a systems problem
$12
an hour — where every Semble learner begins, and grows from

Taught in almost no school. Understood by remarkably few.
Needed by every one of us.

A founder's window

We are early. That is the whole point.

Every idea travels the same curve. Systems thinking is right at the start of it. Almost nobody builds the infrastructure for an idea while it is still here. Semble does.

THE CHASM we are here innovators · early adoptersthe majority → the founding cohort the wave — reached by teaching

The honest hard part is the chasm — most movements die there. The majority don't adopt an idea from a manifesto; they adopt it from a trusted person near them who already did. That is why Semble's founding cohort is paid to teach: the teaching network is what carries systems thinking across.

How it works

One loop. Repeated honestly, at your own pace.

No grades. No gatekeeping curriculum. No one telling you what to think. Just autonomy, real work, honest reflection, and a community moving together.

01Set goals 02Do the work 03Reflect 04Meetmonthly 05Grow the Semble loop
1

Set your goals

You decide what you're learning and why. Student-driven, always.

2

Do the work

Learn, apply, build, teach, or research — real work, at your pace.

3

Log your reflections

Each block, you log what you learned. Reflections are your portfolio — and the honest heart of the model.

4

Meet monthly

Sit with a mentor and gather at the Semble Student Session. This is how we verify and stay real.

5

Get paid to grow

Verified time and completed work earn Votus / Dash. Then the loop begins again.

The Semble model

Four parts. One honest system.

Semble runs on four interlocking commitments. None can be faked, and together they make a learner accountable to their own growth — without a single grade.

The Reflection Model

After every learning block you log an honest reflection — what you learned, what shifted, where you struggled. Reflections are your living portfolio and the substrate of trust. We pay for honest growth, never for a timer left running.

Honesty over metrics

Project-Based Learning

Each month you ship one real thing — most often a vibe-coded systems-thinking tool, app, or pilot. One build a month turns abstract theory into something the world can use, and something you can point to.

One systems build per month

The Monthly Mentor Check-in

Once a month, every learner sits down with August to talk through their growth, their reflections, and what's next. This conversation — not a dashboard — is how the work is verified, and how the month is earned.

One mentor meeting per month

The Semble Student Session

Once a month, the cohort gathers in person in Chicago at the Lincoln Park Room to learn together and present what they discovered. Required — because learning out loud, in a room of people, is where a movement actually lives.

Monthly · Lincoln Park Room, Chicago
Ways to grow

Six ways to do real work — and be paid for it.

Watching a great talk, reading a paper, working a course — it all counts when it feeds an honest reflection. We pay for growth that is reflected on, not for a screen left on.

Learn & Log

Self-directed study, reflected on honestly. The foundation everyone starts from.

$12 / hour to start

Apply

Project-based learning and field work — real systems maps for real problems.

Project-based · rate rises

Build

Vibe-code a systems-thinking tool, app, or pilot. Ship one project a month.

One build a month

Research

Unlock the research economy. Get paid to investigate hard, unanswered questions.

The research economy

Teach & Mentor

The mentor economy. Get paid to pass it on — and learn it twice as deeply.

Highest leverage of all

AI × Systems Thinking

A parallel track on doing real, rigorous systems work with today's AI tools.

Parallel class

The rate ladder

Everyone starts at $12. Then you grow.

Your rate rises with consistency, the quality of your work and reflections, how you apply what you learn, and how you teach it.

Learner$12/hr Contributorconsistent work Practitionerpaid to apply Guide /Mentorpaid to teach get paid to grow
Why it works

Built on what learning science already knows.

Semble isn't a guess. Every mechanic maps to a well-established finding about how humans actually learn, stay motivated, and grow.

Autonomy, competence, community

Self-Determination Theory shows durable motivation grows from three needs. Semble is built on all three: you set your goals, build real skill, and grow inside a community.

Self-Determination Theory · Deci & Ryan

We learn most by teaching

Preparing to teach — and teaching — produces measurably deeper understanding than passive study. So we pay for teaching: it spreads the movement and deepens the teacher at once.

The protégé effect · learning-by-teaching research

Pay for what can't be faked

Rewards can quietly crowd out the love of learning. So Semble never pays for a timer — it pays for honest reflection, real application, and teaching, verified in conversation.

The overjustification effect · Lepper, Greene & Nisbett

Intervene at the mindset

The highest-leverage place to change a system is the paradigm it runs on. Teaching systems thinking widely is an intervention at exactly that depth.

Leverage points · Donella Meadows

The pilot

A small founding cohort. An honest budget.

Year one is roughly 30 learners — about the number one mentor can truly know. The large majority of every dollar flows straight to the people doing the growing.

~$160,000Illustrative pilot-year budget
Learner stipends & payouts$110,000 · 69%
Practitioner certificate sponsorships$14,000 · 9%
Program coordination$12,000 · 7%
Semble Sessions · Lincoln Park Room$9,000 · 6%
Platform & operations$8,000 · 5%
Hackathons & pilot prizes$7,000 · 4%

How it's funded. The pilot is designed to be seeded by a proposed Dash DAO treasury stream and systems-thinking philanthropy. As the model proves out, employer sponsorships and paid practitioner work carry a growing share — the seed gets people in the door, real value keeps it running. Once the pilot proves the model, the path to a true scale round opens.

Dash DAO
Proposed
Systems Thinking Alliance
Proposed
Systems Innovation Network
Proposed
City of Chicago
Proposed
The founders

Two Builders Who Deeply Understand That Learning Together, Is Better.

Semble is led by a musician and systems thinker, and a co-founder who brings rigor and care to how it is built.

🫡

August James Domanchuk

Founder · Systems architect of culture

August is a Chicago-area musician, systems thinker, and builder, and the frontman of The August James Band. He builds ecosystems, not products — platforms that help people move, feel, and build together. He has committed to studying systems thinking every day, and teaching it every day, for the rest of his life. Semble is that commitment, made into a movement.

🧑‍💻

Ember Seoni

Co-founder · Systems-intelligence lead

Ember Seoni leads the rigorous side of the work — she heads SystemsBench, the benchmark for systems intelligence, and contributes to Davara.DEV. Her gift to Semble is depth and care: making sure the way the school measures growth is honest, defensible, and built to last. Where the model meets the human, she makes sure every learner is met with warmth.

Join the movement

Come build what comes next.

The founding cohort is small by design — every seat is real. If you're ready to learn, teach, build, and get paid to grow, this is your invitation.

A free, open intro to systems thinking

Learn to see.

Most of us were taught to break the world into parts. Systems thinking is the skill of seeing the whole — the connections, the loops, the patterns. It is the highest-leverage thing you can learn. And it starts here, with no prior knowledge needed.

The shift

Parts, or the whole?

School trained us to take things apart — to study the pieces in isolation. But almost nothing important behaves like a pile of pieces. It behaves like a system.

PARTS A SYSTEM

"When we try to pick out anything by itself, we find it hitched to everything else in the universe."

— John Muir. Systems thinking is simply learning to see the hitches — the invisible lines that connect a forest, a city, a family, an economy. Once you see them, you can never un-see them. And you start to understand why problems persist, and where they can actually be solved.

The definition

What is a system?

A system is any set of things connected in a way that produces a behavior over time. Three ingredients make one — and the second is the one we usually miss.

Elements

The parts you can see and name — people, trees, accounts, ideas. The easiest to spot, and the least important.

Interconnections

The relationships and flows between the parts. Mostly invisible — and almost always where the behavior actually comes from.

Purpose

What the system is actually doing — not what it says it does. Behavior reveals purpose more honestly than words ever will.

The building blocks

Six ideas that unlock the rest.

Learn these six and you have the working vocabulary of systems thinking. Everything deeper is built from here.

Feedback loops

The heart of systems thinking. Loops where an output circles back to influence the input — either amplifying it (reinforcing) or stabilizing it (balancing).

Reinforcing & balancing

Stocks & flows

A stock is what builds up — water in a tub, money, trust. Flows fill and drain it. Confuse the two and you misread every system you meet.

Accumulation & rate

Delays

Cause and effect are rarely close in time. Delays are why we over-correct, why trends surprise us, and why patience is a systems skill.

Time between cause & effect

Emergence

The whole does things no part can do alone. A flock, a city, a mind — patterns that emerge from simple parts interacting.

The whole > the sum

Leverage points

Places where a small, well-aimed push changes everything. The highest-leverage points are the hardest to see — and the most worth finding.

Where to push

The iceberg

Beneath every visible event lie patterns, then structures, then mental models. The deeper you look, the more leverage you find.

Events to mental models
The signature model

The iceberg: look beneath the event.

When something goes wrong, most of us react to the event on the surface. A systems thinker asks four questions, each one deeper — and each one with more leverage.

waterline Events Patterns Structures Mental models
Surface · what happened

Events

"Sales dropped this month." React here and you only ever firefight.

Deeper · what keeps happening

Patterns & trends

"Sales drop every spring." Now you can anticipate instead of react.

Deeper still · what holds it in place

Structures

"Our incentives push short-term selling." Change this and the pattern changes.

Deepest · what we believe

Mental models

"We believe growth must be fast." Shift this, and the whole system can be redesigned.

The famous framework

The twelve leverage points.

In 1999, Donella Meadows distilled a career of systems work into a single list — the twelve places to intervene in a system, ranked by power. It is the most-read idea in systems thinking, and a map of where real change is actually made.

"Leverage points are not intuitive."

— Donella Meadows. The obvious place to push is almost always the weakest. The deepest leverage hides where we rarely think to look: in goals, in mindsets, and in the freedom to change our minds.

Higher on the list = harder to see, and far more powerful

Intent — the deepest leverage
1

The power to transcend paradigms

To hold that no single worldview is final — to stay flexible, humble, and free to change the lens itself. The deepest leverage there is.

2

Paradigms — the system's shared mindset

The deep, often unspoken assumptions a whole system grows out of. Shift the paradigm and everything beneath it rearranges.

3

Goals — the system's purpose

What the system is truly optimizing for. Change the goal and every loop, rule, and number below it bends to serve the new one.

Design — how the system is built
4

Self-organization

The power of a system to add, change, and evolve its own structure — to learn, adapt, and grow new parts of itself.

5

Rules

The incentives, punishments, and constraints — the actual rules of the game. Who may do what, and what it costs them.

6

Information flows

Who has access to information, and who does not. Add one missing flow of information and a system can rewire itself.

Feedback — how the system responds
7

Reinforcing feedback loops

The strength of the loops that amplify and drive runaway growth. Slow a vicious one before it comes to dominate everything.

8

Balancing feedback loops

The strength of the loops that correct and stabilize — relative to the size of the problems they are trying to fix.

9

Delays

The lengths of delays relative to the rate of change. Delays decide whether a system adjusts smoothly — or oscillates and overshoots.

Physical & parameters — the shallowest
10

Stock-and-flow structure

The physical plumbing — transport networks, population age structures. Powerful, but usually slow and costly to rebuild.

11

Buffer sizes

The size of stabilizing stocks relative to their flows. A bigger buffer is steadier — but also slower and more sluggish to move.

12

Constants, parameters, numbers

Subsidies, taxes, standards — the numbers everyone argues over. The most popular place to push, and the least powerful.

Choose your depth

Three levels. One rising path.

This is a jump-start, not a textbook. Each level is a complete, usable stage — and each one is built directly on the last. Start where you are today; the path keeps climbing as far as you want to go.

THE PROGRESSION — EACH LEVEL BUILDS ON THE LAST LEVEL 1 Foundations See the system LEVEL 2 Practitioner Map the system LEVEL 3 Outlier Shift the system
Level 1 · Foundations

First Sight

You have never studied systems thinking — and that is the perfect place to start. This is the gentle on-ramp: every idea here is something you can use the same day, with no jargon and no prerequisites. Foundations exists to do one thing — give you the eyes.

Goal: see your first system clearly enough to draw it — and never un-see it.

Concept 01 · the shift

Connection over parts

Stop listing the parts; start asking what affects what. The relationships are the system. A family is not five people — it is the thousands of small influences flowing between them.

Concept 02 · feedback

Loops, not lines

Cause and effect rarely run in a straight line — they curve back. You're tired, so you skip the walk; skipping the walk leaves you more tired. That circle is a feedback loop, and the world is built from them.

Concept 03 · the bathtub

Stocks and flows

A stock is whatever collects — water, savings, trust, skill. Flows fill it and drain it. You can't change a stock directly, only its flows. This one idea quietly reframes money, health, and learning itself.

Concept 04 · depth

Look beneath the event

Under every event is a pattern; under the pattern, a structure; under the structure, a belief. React to the event and you firefight forever. Ask "what's underneath?" and you find leverage.

Concept 05 · the trap

Today's problems, yesterday's solutions

A surprising number of problems are the side effects of an old fix. The quick solution that worked last year is quietly causing this year's mess. Learn to trace a problem backward.

Concept 06 · leverage

A better place to push

You rarely need more force — you need a better place to apply it. A small, well-aimed nudge can move what brute effort cannot. Finding that place is the whole journey ahead.

Practice

Draw your first system

Pick something you know — a habit, a friendship, a team. Sketch its parts, draw the arrows between them, and circle one loop. That sketch is systems thinking.

Next → Practitioner. You've learned to see a system. Now you'll learn to map one — precisely.

Level 2 · Practitioner

Mapping the System

You read widely, you learn fast, and "it's all connected" is no longer enough — you want to work with the connections. Practitioner hands you the real toolkit: the diagrams systems thinkers actually draw, the distinctions that sharpen thinking, and the recurring traps that explain why so many smart fixes fail.

Goal: take a real, stuck problem and map it — precisely enough to see where it's stuck.

Tool 01 · notation

Causal loop diagrams

The practitioner's core notation: variables joined by arrows, each marked same or opposite, every loop labelled reinforcing or balancing. Once you can draw it, you can reason about it precisely — and others can challenge it.

Tool 02 · the engine

Reinforcing & balancing loops

Reinforcing loops are engines — they amplify, for better (growth) or worse (collapse). Balancing loops are thermostats — they resist change and seek a goal. Every system's behavior is a contest between the two.

Tool 03 · the story

Behavior-over-time graphs

Before mapping structure, sketch the story: how has the key variable moved over months or years? Growth, decline, oscillation, overshoot — the shape of the curve points straight to the structure beneath it.

Tool 04 · timing

Stocks, flows & delays, modeled

Most "sudden" crises are slow stocks finally crossing a threshold; most overcorrections are delays we failed to account for. Model the accumulation and the lag explicitly, and the surprises stop being surprises.

Tool 05 · pattern library

System archetypes

Systems fail in recognizable plots: Limits to Growth, Shifting the Burden, Tragedy of the Commons, Fixes that Fail, Escalation. Learn the archetypes and you'll diagnose a stuck system almost on sight.

Tool 06 · the real difficulty

Detail vs dynamic complexity

Many moving parts is the easy kind of complex. The hard kind is behavior that changes over time in non-obvious ways. Dynamic complexity is where the real insight — and the real leverage — lives.

Practice

Map a stuck system

Take a problem that won't resolve. Build the causal loop diagram, name the archetype it's running, and find the balancing loop quietly defeating every fix you've tried.

Next → Outlier. You can map a system. Now you'll learn to change one — and why most attempts fail.

Level 3 · Outlier

Systems Innovation

You think at the frontier, and you're not here for vocabulary — you're here to change things. Outlier is the advanced overview: complexity science, the full leverage hierarchy, and the hard-won discipline of intervening in a living system and actually shifting how it behaves.

Goal: intervene in a system that resists change — and understand why most interventions quietly fail.

Frontier 01 · the nature of it

Complexity & emergence

Complex is not merely complicated. Complex systems self-organize, adapt, and produce emergent behavior no single part contains. They cannot be controlled — only influenced, probed, and patiently nudged.

Frontier 02 · the hierarchy

The twelve leverage points

Meadows' full ladder, shallow to deep: parameters, buffers, stock-and-flow structure, delays, balancing and reinforcing loops, information flows, rules, self-organization, goals, paradigms, and transcending paradigms.

Frontier 03 · matching action

Cynefin & decision domains

Clear, complicated, complex, chaotic. Snowden's framework keeps you from applying best-practice thinking to a complex problem — a common and expensive mistake that good experts make constantly.

Frontier 04 · the law

Requisite variety

Ashby's law: only variety can absorb variety. A controller must be at least as nuanced as the system it hopes to govern. Under-match the system's complexity and the system wins, every time.

Frontier 05 · staying alive

Resilience & antifragility

Efficiency and resilience trade off. The most durable systems keep slack, redundancy, and the capacity to learn — some even gain from disturbance. Pure optimization quietly makes a system brittle.

Frontier 06 · the deepest lever

Paradigms & systems leadership

The deepest interventions change the shared mindset a system runs on — and a paradigm cannot be forced. Systems leadership is less command, more cultivation: convening, reframing, holding space for the new model.

Practice

Design an intervention

Take a system that resists change. Locate its paradigm, choose a genuine leverage point, anticipate how the system will push back, and design a move that works with it rather than against it.

Beyond → this is where systems thinkers become systems innovators. From here, you teach it, build with it, and lead with it. That is exactly what Semble is for.

Thinking tools

Mental models — a latticework for the mind.

Systems thinking is one powerful way of seeing. It is strongest when it sits among many. A mental model is a thinking tool — and the people who think clearest carry a whole toolkit of them.

Systems thinking

A mental model is a compressed picture of how some part of the world works — a pattern you carry in your head and reach for to make sense of things. A feedback loop is a mental model. So is the iceberg. So is supply and demand, or evolution by natural selection.

We all run on mental models — the only real question is how many we have, and how good they are. Lean on just one and you fall into the trap Charlie Munger named: to a person with only a hammer, every problem looks like a nail. The fix is a latticework — many models, drawn from many fields, so the right one is always within reach.

What a model is

A simplified representation of reality — useful precisely because it leaves things out. As the saying goes: all models are wrong, but some are useful.

How to use one

Facing a problem, ask: which models apply here? Run several. Where they agree, trust it. Where they disagree, look closer — that gap is the insight.

Build the latticework

Collect models across disciplines — physics, biology, economics, psychology. Breadth is what lets you see one problem from many sides at once.

Wisdom for the practice

Dancing with systems.

Near the end of her life, Donella Meadows wrote down what three decades of systems work had taught her — not a recipe for control, but fourteen lessons for moving with a living system instead of against it.

"We can't control systems or figure them out. But we can dance with them."

— Donella Meadows, "Dancing With Systems." Self-organizing, living systems are not machines to command. They are partners to learn — and the dance is the discipline.

1 · Get the beat of the system

Before you intervene, watch. Let the system run and show you its rhythms and history before you try to change a thing.

2 · Listen to the wisdom of the system

Notice what is already working. Help the system support itself before you tear any part of it down.

3 · Expose your mental models to the open air

Hold your assumptions out where light and other people can reach them. Keep them flexible; let them be tested.

4 · Stay humble. Stay a learner

When you don't know — and in a complex system you often won't — don't bluff and don't freeze. Experiment, watch, and learn.

5 · Honor and protect information

Systems run on information. Don't distort it, delay it, or hide it — a system starved of truth makes poor decisions.

6 · Locate responsibility in the system

Design it so that whoever makes a decision also feels its consequences. Intrinsic responsibility keeps a system honest.

7 · Make feedback policies for feedback systems

Don't set a number once and walk away. Build rules that keep responding as conditions shift over time.

8 · Pay attention to what is important, not just what is quantifiable

Don't let the measurable crowd out the meaningful. Much of what matters most was never going to fit inside a number.

9 · Go for the good of the whole

Don't optimize one part at the expense of the system. Aim for the health and richness of the whole thing.

10 · Expand time horizons

The right horizon for a real decision is long — far longer than the next quarter, the next harvest, or the next election.

11 · Expand thought horizons

Defy the disciplines. Real problems ignore the borders between fields — so your thinking should cross them freely.

12 · Expand the boundary of caring

No system thrives if it cares only for itself. Widen the circle of who, and what, is allowed to count.

13 · Celebrate complexity

The universe is messy, nonlinear, and diverse — and that is exactly what makes it interesting, beautiful, and alive.

14 · Hold fast to the goal of goodness

Keep human decency in plain sight. Don't let cynicism or expedience quietly erode the goal of a good world.

Voices across the world

The same truth, told many ways.

Systems thinking is not one culture's idea. It is a way of seeing that thinkers, scientists, and traditions across the world have arrived at again and again.

"Today's problems come from yesterday's solutions."

Peter Senge

Systems scientist · United States

"We can't impose our will on a system. We can listen to what the system tells us."

Donella Meadows

Environmental systems thinker · United States

"The major problems in the world are the result of the difference between how nature works and the way people think."

Gregory Bateson

Anthropologist & systems theorist · United Kingdom

"I am because we are."

Ubuntu

Philosophy of interconnection · Southern Africa

"You never change things by fighting the existing reality. Build a new model that makes the old one obsolete."

Buckminster Fuller

Systems designer & futurist · United States

"We are here to awaken from the illusion of our separateness."

Thich Nhat Hanh

Zen teacher · Vietnam

"A bad system will beat a good person every time."

W. Edwards Deming

Systems & quality thinker · United States

"A system is never the sum of its parts. It is the product of their interactions."

Russell Ackoff

Systems theorist · United States

"We can't control systems or figure them out. But we can dance with them."

Donella Meadows

Environmental systems thinker · United States

"Remember, always, that everything you know, and everything everyone knows, is only a model."

Donella Meadows

From "Thinking in Systems" · United States

"The whole is greater than the sum of its parts."

Aristotle

Philosopher · Ancient Greece

"Nature does not hurry, yet everything is accomplished."

Lao Tzu

Tao Te Ching · Ancient China

"The major problems of our time cannot be understood in isolation."

Fritjof Capra

Physicist & systems theorist · Austria

"In every jewel, the reflection of all the others."

Indra's Net

Image of interbeing · Buddhist tradition

Ready to go further?

Don't just learn it. Get paid to.

Semble is an open-source school where you learn, build, and teach systems thinking — and get paid to grow. Learning to see is the first step.

The coalition

Built in coalition.

A movement is itself a system — no single node carries it. Semble is designed to grow alongside the organizations already advancing systems thinking, decentralized funding, and civic learning. Here is the coalition we are building toward.

The ecosystem & coalition

One ecosystem. One coalition.

Semble does not stand alone. It is part of the MotusMoves ecosystem — built alongside Outlier.Systems, the research organization, and Davara.DEV, the systems-thinking AI — and it reaches outward through a proposed coalition of partners. What follows is the whole picture: the flagship AI, the R&D organization, the external coalition, the team, and the company that presents it all.

Semble the school Dash DAOfunding Systems ThinkingAllianceaccreditation Systems Innov.Networkcurriculum Chicagoplace
The flagship partner

Meet Davara — the Divergent Strategist.

Semble teaches people to see in systems. Davara is an AI that already does. Davara.DEV is an Emergent Intelligence — an AI trained deeply on systems thinking and the work of Donella Meadows — and it is Semble's closest ally. The same founder. The same foundation. The same belief that leverage beats force.

Think different · Think divergent · Think Davara.

An Emergent Intelligence

Davara is trained on Donella Meadows' articles, her twelve leverage points, and her fourteen principles for Dancing With Systems. Systems thinking is not a feature bolted on — it is Davara's native language.

Trained on the foundation Semble teaches

Divergent, not consensus

Most AI is trained on consensus — groupthink at scale, the average answer amplified. Davara is built to diverge: to explore the non-obvious and surface the high-leverage path the consensus misses.

Generate widely · then converge on leverage

An educator at heart

Davara teaches you how to think, not what to think. It frames the right questions, surfaces patterns you would have missed, and helps you reason more systemically over time — the same goal Semble holds.

How to think, not what to think

One ecosystem

Davara.DEV is built by MotusMoves LLC and founded by August James — the same founder as Semble. This is not a courted vendor; it is a sibling project, built from the same first principles.

Two projects · one foundation

Davara's model, visualized

Diverge to expand. Converge to decide.

Davara fuses two disciplines. Divergent strategy opens the solution space — generating many unconventional possibilities. Emergent strategy then tests, filters, and evolves them down to the single move with the highest leverage.

01 · DIVERGE — DIVERGENT STRATEGY 02 · CONVERGE — EMERGENT STRATEGY The problem Highest leverage move expand what the system could become adapt with the system as it evolves

Most AI converges straight to the average answer. Davara diverges first — then converges on leverage. That is the difference.

Davara's strategy, visualized

Focus first. Then compound.

Davara does not try to be everything at once. It starts narrow — a systems-thinking core — and compounds outward, each stage building leverage on the one before it.

DAVARA'S STRATEGY — FOCUS FIRST, THEN COMPOUND 01Systems-thinking coretrained on Meadows 02SystemsBenchthe benchmark 03The Operatoreconomy$VOTUS 04Dash-nativesettlement 05Davinity —the builder layer

What the partnership entails

The proposed Semble × Davara integration

Two systems-thinking projects, built to strengthen each other.

  • Semble's founding cohort receives early Operator access to Davara, ahead of public release
  • Davara becomes the AI companion of Semble's AI × Systems Thinking learning track
  • A proposed Votus bridge — the Votus that Semble learners earn connects to Davara's Votus economy
  • Co-developed systems-thinking curriculum, drawn from the shared Donella Meadows foundation
  • Both projects propose Dash DAO partnerships and settle on Dash Platform — one decentralized substrate
Status — Proposed. A planned integration between two projects in the same ecosystem; the early-access program and Votus bridge are in development.
The Votus economy

One currency. Burn to think. Earn to grow.

Davara runs on $VOTUS — a living currency where every unit is a measure of Davara's reasoning. It maps directly onto how Semble already works: Semble learners are paid in Votus and Dash. Two projects, one shared economy of growth.

Burnto think Earnby building Holdto become Staketo grow $VOTUS the living currency

Each Votus is a unit of Davara's reasoning. The cycle turns — and value flows to the people who think, build, and stay.

⚡ Burn to think

Every Votus you spend is a unit of Davara's reasoning. You burn Votus to think with her — the depth of thought scales with what you put in.

◆ Earn by building

Build with Davara, and with the community, and you earn Votus back. The economy rewards contribution — not just consumption.

✦ Hold to become

Hold Votus and you hold your seat. It is what makes you a Davara Operator — part of the guild building the intelligence itself.

↑ Stake to grow

Stake into the system and you grow with it. As Davara's capacity rises, so does the value of what you hold — the rising tide.

The leverage

A reinforcing loop between school and intelligence.

Here is why Semble and Davara compound when joined. Semble grows systems thinkers. Those thinkers learn, build, and teach with Davara — sharpening the AI and the benchmark behind it. A sharper Davara, in turn, teaches the next cohort faster and deeper. Better thinkers build a better intelligence; a better intelligence builds better thinkers. That is a reinforcing loop — the highest-leverage structure a system can have.

learn · build · teach with teaches · sharpens · deepens Systems thinkers SEMBLE Davara EI THE INTELLIGENCE R
Status — Proposed. The Votus bridge between Semble and Davara is a planned integration, not yet live. Davara's own economy is described as it appears on Davara.DEV.
The R&D organization

Outlier.Systems — Systems Built For The Beyond.

If Semble is the on-ramp, Outlier.Systems is the frontier. It is the research-and-development organization of the MotusMoves ecosystem — the brain — where the hardest systemic problems are studied as systems, and the leverage to evolve them is synthesized.

An outlier research organization

Outlier.Systems studies the systems the world runs on — and synthesizes the leverage to evolve them. Systems design, development, research, and leverage synthesis. Systemic solutions to systemic problems.

Outlier Intelligence as a service

An outlier is a signal

An outlier is not an error — it is a signal the model could not explain. Outlier.Systems is built to stand outside a system, find the quiet assumption holding it together, and design the change that lets it become something better.

Follow the signal others discard

The brain to a body

Where MotusMoves carries the heart — culture, momentum, the human spirit — Outlier.Systems carries the brain: research, intelligence, strategy, architecture. Davara.DEV is its first Outlier Intelligence.

Rigor in service of people

Get paid to grow — carried forward

Outlier's Research Program — a paid think tank and research DAO — grew from Semble's own conviction: systems thinking is best learned by being paid to do it. The Semble model, taken to the frontier.

Semble's idea, at full depth

Semble and Outlier — one path

The accessibility layer, and the frontier.

Semble exists so that anyone, at any level, can begin to learn systems thinking — it is the accessibility layer. Outlier.Systems exists for the highest-leverage thinkers and movers, building systems for the beyond. They are not rivals; they are the bottom and the top of one ascent. Semble is where you start. Outlier is where the climb can lead.

THE ASCENT — ONE PATH, FROM THE ON-RAMP TO THE FRONTIER Foundations SEE Practitioner MAP Outlier level SHIFT Semble START HERE anyone · any level Outlier .Systems the frontier · the beyond

The seven

Seven systems worth a life's work.

Outlier.Systems researches the highest-leverage systems — the seven things that, when genuinely moved, move the world. They are also the systems Semble teaches people to see.

01 Trust 02 Alignment 03 Discovery 04 Shared Memory 05 Capital Flow 06 Team Formation 07 Collective Intelligence

Get involved with Outlier.Systems

For Semble members ready to go further

Semble members who want to contribute to — or grow into — the deeper research work are welcome to reach out.

  • Contribute to the Outlier Research Program — the paid think tank and research DAO
  • Help build SystemsBench, the benchmark for systems intelligence
  • Join OOSINT, the open-source intelligence network, or the systems practice
  • Grow from a Semble learner into an outlier researcher — the path is one climb
Outlier.Systems — an outlier research organization in the MotusMoves ecosystem, est. 2026, Chicago. It's time to dance.
The external coalition

Who we're building toward.

Beyond the MotusMoves ecosystem, Semble reaches outward through a proposed coalition. Each card lays out who the partner is, the partnership we're proposing, the specifics on the table, and where the conversation honestly stands today.

D

Dash DAO

Proposed

Dash is a decentralized digital-currency network governed by a treasury and a community DAO that funds projects advancing the ecosystem.

The proposed partnership

A recurring treasury stream that seeds learner payouts — and a community of builders for Semble learners to grow alongside.

  • A funding proposal submitted to the Dash DAO for the pilot year
  • Learner stipends paid in Dash, with Votus credits tracked on-platform
  • Semble builds open systems-thinking tools the Dash community can use
Status — Proposed. A pilot funding proposal is being prepared for the DAO.
S

Systems Thinking Alliance

Proposed

An organization advancing systems thinking in practice, including a recognized Systems Thinking Practitioner certification.

The proposed partnership

A pathway for Semble learners to convert their growth into an accredited, recognized credential.

  • Learners apply earned Votus / Dash toward the Practitioner certificate
  • Sponsored or reduced-cost certificate seats for the founding cohort
  • Shared standards so Semble's reflections map to real practitioner skill
Status — Proposed. Outreach planned to align on a learner certificate pathway.
N

Systems Innovation Network

Proposed

A global community and education platform building open learning resources for systems thinking and systems innovation.

The proposed partnership

Shared curriculum and a global community of practice that Semble learners plug into directly.

  • Curated systems-thinking learning paths inside the Semble experience
  • Semble learners join a worldwide community of practitioners
  • Co-created material for the Foundations, Practitioner, and Outlier levels
Status — Proposed. A curriculum and community collaboration to be explored.
C

City of Chicago

Proposed

Semble's home city — and the first place we want systems literacy to take root, through civic and community channels.

The proposed partnership

A locally grounded pilot that brings systems thinking to Chicago communities first.

  • Semble Student Sessions hosted in Chicago at the Lincoln Park Room
  • Systems hackathons aimed at real, local civic challenges
  • Community pathways so Chicago residents can join the founding cohort
Status — Proposed. A community-rooted civic pilot, not a confirmed agreement.
The people

About the team.

Small, deliberate, and outlier by design — two minds at the founding core of the whole ecosystem, with a network forming around the work.

🫡

August James Domanchuk

Founder · Systems architect of culture

August is a Chicago-based musician, systems thinker, and builder — frontman of The August James Band and the architect of the MotusMoves ecosystem. He works less like a traditional founder and more like a systems architect of culture: building interconnected platforms rather than standalone products, so that people can get on the same page and build what comes next, together.

As a musician, August's work carries themes of unity, responsibility, and rising above division — the same belief that runs through everything he builds: people become stronger when they move together. Semble is the accessibility layer of that vision; Outlier.Systems is its frontier.

♪ Hear the music — AugustJames.Live ↗

🧑‍💻

Ember Seoni

Project lead · SystemsBench & Davara.DEV

Ember leads the rigorous core of the work. She heads SystemsBench — the benchmark for systems intelligence — and contributes to the development of Davara.DEV. Her craft is rigor: turning the idea of "systems intelligence" into something precisely defined, defensible, and measurable.

She owns the three-strata model, the Systems Ladder, the failure taxonomy, and the evaluation methodology — including the BlackSwan and RedSwan adversarial suites. Her mandate is to make SystemsBench solid enough to last a decade, and to earn its authority in the open. She is the keeper of the standard.

She / her · building the measure of how minds think in systems.

Presented by

MotusMoves — It's Time To Move.

Semble, Outlier.Systems, and Davara.DEV are all presented by MotusMoves — the company that owns and operates the ecosystem, and carries its heart. Where Outlier.Systems is the brain, MotusMoves is the body: culture, momentum, community, and the felt energy of people moving together.

Motus · Latin

movement · motion · impulse

A Motus Move is when someone stops thinking about it and starts doing it — the moment action overtakes hesitation. It is alignment: when what you say and what you do point the same direction, and integrity stops being a word and becomes a thing you practice. One person moves. Then a friend. Then a neighborhood has a scene, and a city has a culture.

The MotusMoves Mindset

The Five Truths.

The mindset that moves the whole ecosystem — five truths MotusMoves builds by and lives by.

I · Acta Non Verba

Actions over words. The work is the proof. Performance, not promises — you are what you do, not what you say you will do.

II · Follow The Music

Remember what matters most. Keep the heart of the thing in view, and let it set the direction when the noise gets loud.

III · Move Together

Move as one. Progress that lasts is shared progress — one person starts, a friend joins, and a culture forms.

IV · Live In Harmony

Build the vibe. Coordination is not control — it is harmony: many parts moving well together without losing themselves.

V · Take A Step Back

See the bigger picture. Step out of the event and look at the system — the whole shape of what is really happening.

Intention+Action=A Motus Move

You don't need to be great. You don't need to be ready. You just need to move. Every movement starts with one person who decided to.

MotusMoves — Chicago. Owns and operates the ecosystem. Read the mindset at MotusMoves.US ↗ · Acta Non Verba.
Become a partner

Strengthen the system.

Funders, educators, civic leaders, and systems-thinking organizations: Semble is built to grow in coalition. If this mission resonates, there is a place for you in it.

Join the movement

Let's build it together.

Whether you want to fund it, teach in it, or learn from it — Semble is an invitation. Come help systems thinking reach the people who need it.