Abundance for All
We believe we should build superintelligence and robotics to provide every need, and every reasonable want, for every person on Earth. Not to replace people. To free them.
Film made with AI tools (visuals and narration). A vision, not footage of real events.
Three ingredients
Food, a home, medicine, clean water: behind each one are people's work, power to run it, and the know-how to do it well. We believe three things, together, could supply all of it, for everyone.
01 · Work
Robots that plant, build, haul and repair could lift the heaviest and dullest labour off every back. We believe that frees people rather than replaces them: the work is the part nobody should have to do in order to eat.
The world's factories now run a record 5 million industrial robots, up 9% in 2025.Source: International Federation of Robotics (press release, Sep 24, 2026) · 2025
02 · Energy
Machines and minds both run on electricity. Abundant, clean power is what makes everything else possible, and it has to be there for every household, not just some.
Solar produced 8.7% of the world's electricity in 2025.Source: Ember, via Our World in Data · 2025
03 · Knowing how
The best doctor's judgement, the best engineer's design, the best teacher's patience: knowledge that is scarce today. We believe superintelligence, built carefully and aimed at everyone, could put it within reach of anyone, anywhere, in their own language.
An AI system's predicted protein structures are now free to every scientist: over 200 million of them.Source: EMBL-EBI AlphaFold Protein Structure Database · 2026
Every human need
Real, sourced numbers for the world as a whole, not predictions. They are the distance between the world we have and the one we believe is worth building.
8.5% of the world's people were undernourished in 2023.
We believe robots that plant, tend and harvest, guided by a superintelligence that learns every field, could help every harvest reach every table.
Source: World Bank WDI (FAO (SDG 2.1.1)) · 2023 · CC BY 4.0
73.7% of people used safely managed drinking water in 2024. About one person in four did not.
We believe tireless machines and smarter engineering could build, repair and watch over the pipes, pumps and treatment plants that safe water depends on.
Source: World Bank WDI (WHO/UNICEF Joint Monitoring Programme) · 2024 · CC BY 4.0
23.2% of the world's urban population lived in slums in 2022.
We believe robot builders and AI design could make a safe, good home something that can be built quickly, to a standard, for anyone.
Source: World Bank WDI (UN-Habitat Urban Indicators Database) · 2022 · CC BY 4.0
The world's under-5 mortality rate was 37.4 deaths per 1,000 live births in 2024.
We believe AI could bring the knowing how of the best doctor to every clinic, and speed up the medicines and vaccines that protect children.
Source: World Bank WDI (UN Inter-agency Group for Child Mortality Estimation) · 2024 · CC BY 4.0
91.9% of people had access to electricity in 2024. The rest, about 8%, did not.
We believe robots could build and maintain clean power at a scale people alone cannot, and AI could run the grids that carry it.
Source: World Bank WDI (SDG 7.1.1 Electrification Dataset (Tracking SDG7)) · 2024 · CC BY 4.0
48.3% of children at the end of primary-school age were below minimum reading proficiency in 2019 (learning poverty).
We believe a patient AI tutor in every child's own language could be there for every learner, wherever the nearest school is.
Source: World Bank WDI (World Bank / UNESCO Institute for Statistics (learning poverty)) · 2019 · CC BY 4.0
Design your abundant day
Pick the chores you would hand to robots and AI. Pick what you would do with the hours. Get a card that is yours to share. It takes a minute, and everything stays in your browser.
Example card. Yours will carry your own choices, and your name if you add one.
The foundation
Short films where living systems teach the machines we build.
If we build superintelligence and robots to provide for everyone, the foundation matters more than the ambition. We believe that foundation should be permaculture: regenerative, local, designed with nature, so abundance grows in every community instead of flowing up to a few. We can't promise that will happen, but we think it is the surest answer to a fair worry, that the people at the top will keep it all. Abundance rooted in soil, in neighbourhoods and in many hands is much harder to hoard.
The films
Short films about a world we believe is worth building. They are made with AI tools, and labelled that way every time they appear.
Forest School for AI · Lesson 6 · 0:30
A robot digs a straight ditch down the hill, and the next rain races through it, away from every thirsty plant. An older gardener traces a level line across the slope instead. Together they dig a shallow swale on contour, with a berm on the downhill side. When rain comes, the swale fills, pauses, and slowly soaks in, feeding young fruit trees. A low spillway lets the extra spill over.
Abundance for All · a question · 0:33
In 2023, the world's top 100 arms makers took in $632 billion, rising on the back of wars (SIPRI). In 2024, America spent about $15,000 a person on health care, more than any other rich country, yet Americans live shorter lives than people in peer countries (Peterson-KFF, OECD data). When danger and illness pay, incentives point the wrong way. What if robots made safety, food and care a public good? Not a promise. A better question.
Forest School for AI · Lesson 5 · 0:29
A robot rakes every acorn into one big pile under the old oak, so they'll be safe. But the sprouts come up crowded and pale in the shade. A girl points to a jay burying acorns far away, and forgetting a few. Seeds carried off by birds and animals have better odds, so the robot scatters seed across the hill. Years later, the hill is a young forest.
Forest School for AI · Lesson 4 · 0:31
A robot keeps watering tomato plants in cracked, sun-baked soil, and they keep wilting. An older gardener shows it a better way: a thick blanket of straw mulch. Shaded soil holds water longer and stays cooler, and the straw slowly feeds the soil life. Weeks later, two kids pick ripe tomatoes.
Forest School for AI · Lesson 3 · 0:31
Robots turn a bare slope into a food forest: canopy trees, fruiting shrubs, strawberries as ground cover, swales soaking up the rain. Years later, a grandmother walks up the hill and fills her basket. Plant for people you'll never meet.
Short film · 0:31
Work is not your purpose in life. The people who thrive own things: land, machines, a say in the rules. What if we owned them together? Community land, shared robots, local power, food forests, rules written in the open.
Forest School for AI · Lesson 2 · 0:30
A robot goes to pull the comfrey and an elder gardener stops it: gardeners chop its leaves to feed the soil. Don't fight the land; work with it.
Forest School for AI · Lesson 1 · 0:30
Imagine teaching superintelligence its first lesson in a forest, not a data center: nothing is wasted, and the strongest system is the most connected. Abundance that is composted, cycled and shared.
Short film · 0:31
What would you do with a Tuesday that is yours? Fish with your kid, finally paint, help a neighbour, sit quietly. A short film about the time robotics and AI could give back.
Short film · 0:37
Food, a home, medicine, clean water: every one of them comes down to work, energy and knowing how. A short film about what could change if superintelligence brought the knowing how, robotics the work, and clean energy powered both.
How far we've come
A few real moments in AI and robotics. Each one links to its source.
A summer workshop at Dartmouth, widely seen as the founding event of artificial intelligence as a field.
Unimate takes a job on a General Motors assembly line in Ewing Township, New Jersey.
IBM's Deep Blue defeats Garry Kasparov in a six-game rematch.
IBM's Watson beats champions Brad Rutter and Ken Jennings at the quiz show.
AlexNet wins the ImageNet image-recognition contest with a top-5 error rate of 15.3%.
DeepMind's AlphaGo wins four of five games against Lee Sedol in Seoul.
The paper "Attention Is All You Need" introduces the architecture behind today's large language models.
At the CASP14 competition, AlphaFold 2 predicts protein structures with far higher accuracy than any other entry.
OpenAI releases ChatGPT on November 30, 2022.
The Nobel Prize in Chemistry goes in part to Demis Hassabis and John Jumper for an AI model that solved a 50-year-old problem.
The International Federation of Robotics reports a record 5 million industrial robots operating in the world's factories.
International Federation of Robotics (press release, Sep 24, 2026)
A timeline is not a forecast. We believe the hard, important part is still ahead of us.
Stand with it
If you believe we should build it for everyone, say so. Make a card, share it, and ask one other person what they would do with their time back.
Free tools
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Also: the Falsification Ledger (lab notebook) and Dedupe. LeukLogic also builds small software for businesses.
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