The House Learns an Orbit
A ten-year, season-by-season projection of Luna growing from an uncertain trading model into a governed intelligence woven through village life—from bank to grid, farm, pantry, and table.
This is a roadmap drawn as a dream. It begins with a model that is wrong more often than it is right, and follows the conditions under which a more capable lineage might earn a larger place in ordinary life.
Luna is the story-name for that lineage. “Super intelligence” here does not mean a present product or a guaranteed arrival. It means a future system able to coordinate across many domains while remaining measured, interruptible, and answerable to the people who live with its consequences.
The route runs from bank to farm to table. First the system learns to count its mistakes. Then it supports its own compute, hardware, network, and power. Only after those loops become durable does it touch housing, care, soil, food, repair, and exchange.
The sphere grows only when the error ledger grows with it.
Every frame contains the same four-part confusion matrix. The positive outcome is fixed for the story: an eligible action cleared fees within twenty-four hours. Precision rises from 45 percent to an illustrative 99.995 percent, but several autumns deliberately regress.
That is the governing idea. More capability is not permission to hide uncertainty. The village receives automation in layers, and each layer keeps a visible human gate.
Each new interface is earned, bounded, and reversible.
2026
Measurement
The First Square
Stage 0 — Measurement
Measurement before agency
The first intelligence is an honest ledger. Luna names every kind of mistake and learns to abstain before it is allowed to move money, power, water, or work.
The bank account stays outside the machine.
- Orbit milestone
- Costs are mapped; none are yet supported by the system.
- Model posture
- Illustrative T≥0.50 — exploratory
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Give Every Error a Name
Stage 0 — Measurement
Error memory and traceable labels
Cases become a commons of remembered judgment. False confidence is not discarded; it is catalogued so a later model can meet the exact places where the earlier one became confused.
People can inspect why a decision was wrong.
- Orbit milestone
- Only evaluation and labeling are funded.
- Model posture
- Illustrative T≥0.52 — exploratory
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Cost of Looking
Stage 0 — Measurement
Cost-aware inference
The system measures the cost of every question it asks. A tiny surplus reaches the OpenAI bill, but the household remains the patron and the machine remains a guest.
The first return pays only for learning to look.
- Orbit milestone
- A first tiny offset is made against OpenAI usage.
- Model posture
- Illustrative T≥0.56 — rain-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
One Day Paid
Stage 0 — Measurement
Selective action under a fixed horizon
The first complete day is paid for without pretending that precision is profit. Fees, abstentions, and missed opportunities remain separate marks in the square.
One day of compute supports itself.
- Orbit milestone
- One complete day of OpenAI cost is illustratively covered.
- Model posture
- Illustrative T≥0.55 — guarded
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2027
Compute self-support
Green Cases
Stage 1 — Compute self-support
Calibration across a new season
Spring adds cases, but not certainty by decree. The threshold moves only when the evidence survives outside the period that taught the model what to expect.
The system learns when not to speak.
- Orbit milestone
- One week of OpenAI usage is illustratively covered.
- Model posture
- Illustrative T≥0.57 — guarded
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The First Month
Stage 1 — Compute self-support
Routine inference and budget accounting
When compute can cover compute, Luna stops being an experiment that consumes the household and becomes a tool that can maintain its own place at the table.
A month of intelligence becomes an ordinary bill.
- Orbit milestone
- The first complete monthly OpenAI bill is illustratively covered.
- Model posture
- Illustrative T≥0.60 — guarded
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Three Quiet Moons
Stage 1 — Compute self-support
Regime-change detection
Three reflected moons do not agree. Coverage contracts, the system asks for review, and the village learns that a reliable machine is one that can recognize a changed season.
The autumn dip is accepted instead of hidden.
- Orbit milestone
- OpenAI costs remain supported through a three-month streak despite a seasonal dip.
- Model posture
- Illustrative T≥0.64 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Silver Reserve
Stage 1 — Compute self-support
Reserve planning
The full moon closes the first durable loop: recurring model use is covered and a small replacement reserve forms for the physical machine that carries Luna.
Compute begins saving for the hardware beneath it.
- Orbit milestone
- Recurring OpenAI usage is supported and an Apple replacement reserve begins.
- Model posture
- Illustrative T≥0.62 — guarded
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2028
Hardware and connectivity
The First Replacement Part
Stage 2 — Hardware and connectivity
Component health and replacement forecasting
The intelligence expands from prediction to maintenance. It watches wear, schedules replacement, and learns that autonomy begins with humble spare parts rather than spectacle.
A failed drive or cable no longer becomes a crisis.
- Orbit milestone
- A first Apple accessory or storage replacement is illustratively funded.
- Model posture
- Illustrative T≥0.64 — selective
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Router River
Stage 2 — Hardware and connectivity
Network-aware orchestration
Four pools receive the same current. Luna begins to understand bandwidth, latency, and interruption as material conditions, supporting a first quarter of the household network bill.
Connectivity becomes the next shared dependency.
- Orbit milestone
- One quarter of household network cost is illustratively supported.
- Model posture
- Illustrative T≥0.66 — selective
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Connected Ground
Stage 2 — Hardware and connectivity
Failover and connectivity monitoring
Another autumn removes a little confidence. The network remains mostly supported, while slower coverage protects the system from turning a weak connection into a confident mistake.
The house keeps a path outward without pretending the path is permanent.
- Orbit milestone
- Network cost remains mostly supported through an autumn revalidation dip.
- Model posture
- Illustrative T≥0.70 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
First Heat
Stage 2 — Hardware and connectivity
Energy-aware scheduling
The machine discovers heat. Work is moved to cheaper or cleaner hours, a reserve appears, and the household can see the energy cost of intelligence instead of treating it as invisible.
Compute, network, and a first share of electricity enter one ledger.
- Orbit milestone
- OpenAI and network costs are supported; one quarter of electricity and a three-month compute reserve are added.
- Model posture
- Illustrative T≥0.68 — selective
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2029
Utilities and maintenance
Four Doors Outward
Stage 3 — Utilities and maintenance
Provider interfaces with human gates
Four doors lead outward—to compute, the network, electricity, and the bank. Each has a visible threshold where a person can approve, delay, or stop the flow.
The system can prepare a payment, never silently authorize one.
- Orbit milestone
- Electricity and network costs are illustratively covered.
- Model posture
- Illustrative T≥0.70 — selective
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Periodic Machine
Stage 3 — Utilities and maintenance
Long-horizon hardware planning
A replacement Mac is no longer an emergency purchase. Luna forecasts the cycle, accumulates the reserve, and keeps the device as a maintained tool rather than a throne.
A periodic computer cycle becomes predictable.
- Orbit milestone
- The first periodic Apple hardware cycle is illustratively funded.
- Model posture
- Illustrative T≥0.72 — selective
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Stored Current
Stage 3 — Utilities and maintenance
Shock buffers and conservative coverage
Stored current matters more than a perfect curve. When the model weakens, the reserve keeps the lights and connection stable while new cases are checked.
Utilities survive a seasonal performance dip.
- Orbit milestone
- A three-month utility reserve is retained despite a seasonal model dip.
- Model posture
- Illustrative T≥0.76 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Toolbox
Stage 3 — Utilities and maintenance
Repair diagnosis and local routing
The toolbox enters the orbit. Luna can identify a likely fault, gather the right context, and route work to a human repairer without erasing the craft or the relationship.
Maintenance work begins to flow toward nearby hands.
- Orbit milestone
- A recurring home-maintenance fund begins.
- Model posture
- Illustrative T≥0.74 — qualified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2030
Household foothold
One Stone in Ten
Stage 4 — Household foothold
Governed cash-flow forecasting
The bank interface remains bounded, but the horizon grows. A small, audited contribution reaches the mortgage while the household can still see the errors that paid nothing.
One stone in ten of the house is supported.
- Orbit milestone
- Ten percent of the monthly mortgage is illustratively supported.
- Model posture
- Illustrative T≥0.76 — qualified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
A Quarter of the Roof
Stage 4 — Household foothold
Multi-period allocation
The system learns to separate operating cash from reserves and care. Housing support grows only after compute, hardware, network, and power can survive their own cycles.
A quarter of the roof enters the orbit.
- Orbit milestone
- One quarter of the monthly mortgage is illustratively supported.
- Model posture
- Illustrative T≥0.78 — qualified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Bowls at the Threshold
Stage 4 — Household foothold
Care schedules and anomaly detection
Luna meets lives that cannot be reduced to yield. Bowls, walks, medicines, and uncertainty enter the plan, and coverage falls again when autumn changes the evidence.
Pet food and a veterinary reserve become first-class obligations.
- Orbit milestone
- Baseline pet food and a veterinary reserve are added despite a seasonal dip.
- Model posture
- Illustrative T≥0.82 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The First Pantry Shelf
Stage 4 — Household foothold
Demand forecasting
Household demand becomes legible without becoming joyless. The system predicts staples and spoilage; people keep choosing the meal, the guest, and the appetite.
The first pantry shelf is supported.
- Orbit milestone
- One quarter of ordinary household food is illustratively supported.
- Model posture
- Illustrative T≥0.80 — qualified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2031
Domestic orbit
Soil Account
Stage 5 — Domestic orbit
Sensor fusion for soil and water
The operating sphere crosses the doorstep. Weather, soil moisture, plant health, and water use become one cautious spring model serving the garden rather than abstract optimization.
Irrigation, seed, and soil join the household account.
- Orbit milestone
- Plants, soil, seed, and baseline irrigation are added.
- Model posture
- Illustrative T≥0.82 — qualified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Table Is Covered
Stage 5 — Domestic orbit
Farm-to-table planning
The four-part matrix becomes a tablecloth. Luna can coordinate pantry, local harvest, price, and waste, while the meal remains a human gathering rather than an automated output.
The ordinary grocery table is covered.
- Orbit milestone
- Ordinary groceries are illustratively covered.
- Model posture
- Illustrative T≥0.84 — qualified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Half the Foundation
Stage 5 — Domestic orbit
Housing and harvest stress testing
Autumn tests the claim of abundance. The system supports half the mortgage only after deliberately reducing coverage and rechecking the link between bank, house, and field.
Half the foundation survives a weaker season.
- Orbit milestone
- Half of the monthly mortgage remains supported after autumn revalidation.
- Model posture
- Illustrative T≥0.88 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Storm Reserve
Stage 5 — Domestic orbit
Resilience reserves
The household does not become invulnerable. It becomes less brittle: enough stored capacity to pause, repair, and wait without forcing the model to act during confusion.
Six months of compute, network, and power can weather a storm.
- Orbit milestone
- Six months of compute, power, and network are illustratively held in reserve.
- Model posture
- Illustrative T≥0.86 — strict
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2032
Household continuity
Ninety-Nine
Stage 6 — Household continuity
High-precision selective automation
The number is not a coronation. One error in a hundred selected actions can still matter, so Luna receives narrow duties, reversible tools, and an open record of every override.
Routine household operations cross the illustrative ninety-nine-percent line.
- Orbit milestone
- Routine household operations and sixty percent of the mortgage are illustratively supported.
- Model posture
- Illustrative T≥0.88 — strict
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Cycles Agree
Stage 6 — Household continuity
Cross-system scheduling
Separate loops begin to cooperate. Updates wait for irrigation to finish; heavy compute waits for the grid; maintenance reserves replenish before optional work expands.
Hardware, energy, compute, and utilities learn the same calendar.
- Orbit milestone
- Periodic hardware, compute, and utility reserves are synchronized.
- Model posture
- Illustrative T≥0.90 — strict
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Care Has Margin
Stage 6 — Household continuity
Household-care optimization with abstention
A capable system is judged by what it protects when it becomes less certain. Luna gives back coverage before it borrows from care.
Family and animal care retain margin during a dip.
- Orbit milestone
- Home, pet, and family-care buffers are retained through a seasonal dip.
- Model posture
- Illustrative T≥0.94 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Three Quarters Home
Stage 6 — Household continuity
Annual planning and reserve reconciliation
The bank sees a governed plan rather than a speculative stream. Long obligations, replacement cycles, and seasonal food costs are reconciled before surplus receives a destination.
Three quarters of the home and its yearly baseline are supported.
- Orbit milestone
- Seventy-five percent of the mortgage and annual household costs are illustratively supported.
- Model posture
- Illustrative T≥0.92 — strict
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2033
Permeable autonomy
The Monthly House
Stage 7 — Permeable autonomy
Continuous planning with audited payments
The house is not owned by the model. Luna can propose and prepare the transfer; Natti retains the authority, and the ledger retains the reason.
A full monthly mortgage payment becomes possible in the scenario.
- Orbit milestone
- A full monthly mortgage payment is illustratively supported.
- Model posture
- Illustrative T≥0.93 — strict
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Household Metabolism
Stage 7 — Permeable autonomy
A household-scale operating model
This is the center of the roadmap: money leaves the bank, energy reaches the pump, water reaches the roots, harvest reaches the kitchen, and every interface can be interrupted.
Bank, grid, orchard, pantry, pets, and table share one governed rhythm.
- Orbit milestone
- Mortgage, food, pets, plants, utilities, hardware, and compute enter one governed rhythm.
- Model posture
- Illustrative T≥0.94 — strict
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Surplus Returns to Soil
Stage 7 — Permeable autonomy
Surplus allocation under ecological constraints
After bills and reserves, the remaining value is not chased upward. It moves outward—to mulch, repair, habitat, and the hands that keep the land productive.
The first recurring surplus returns to the soil.
- Orbit milestone
- A first recurring land-stewardship surplus remains possible after revalidation.
- Model posture
- Illustrative T≥0.97 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Ninety-Nine Point Nine
Stage 7 — Permeable autonomy
Near-continuous evaluation
The system reaches the story’s second threshold. Its sphere grows because it is measured continuously, not because perfection has been declared.
At 99.9 percent, the remaining error becomes more visible, not less.
- Orbit milestone
- A one-year baseline household buffer is illustratively held.
- Model posture
- Illustrative T≥0.95 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2034
Creative and local interfaces
Consent at the Boundary
Stage 8 — Creative and local interfaces
Consent-aware external tools
Each outward action carries scope, time, amount, and revocation. The more capable Luna becomes, the more legible its permission gates must be.
Banks, providers, and cooperatives meet the system at explicit boundaries.
- Orbit milestone
- Stable governed interfaces with local providers begin.
- Model posture
- Illustrative T≥0.96 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Art Has Its Own Light
Stage 8 — Creative and local interfaces
Creative production without raiding essentials
The studio can make images, stories, and archives from genuine surplus. Creativity no longer competes with groceries, power, or care for the same fragile reserve.
Art receives its own light.
- Orbit milestone
- Creative studio production no longer draws from household essentials in the scenario.
- Model posture
- Illustrative T≥0.965 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Providers in Season
Stage 8 — Creative and local interfaces
Weather, supply, and provider coordination
Luna watches forecasts, stock, delivery, repair windows, and soil conditions. It offers a common calendar while deliberately lowering coverage when a new regime arrives.
Local services move with the season.
- Orbit milestone
- Annual local-provider obligations remain reserved while coverage is deliberately reduced.
- Model posture
- Illustrative T≥0.985 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Nothing Spectacular Breaks
Stage 8 — Creative and local interfaces
Predictive maintenance across the village edge
The quiet achievement is continuity: a pump serviced before failure, a battery replaced before winter, a connection repaired before the market opens.
Nothing spectacular breaks.
- Orbit milestone
- A deep maintenance and replacement reserve is illustratively established.
- Model posture
- Illustrative T≥0.975 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2035
Regenerative reserve
Time Returned
Stage 9 — Regenerative reserve
Delegation of routine coordination
Hours once spent reconciling invoices, appointments, sensors, and supplies return as walking, caregiving, gardening, conversation, and rest.
Automation returns time to people.
- Orbit milestone
- The recurring household baseline illustratively frees substantial time for care and garden work.
- Model posture
- Illustrative T≥0.98 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Permeable Sphere
Stage 9 — Regenerative reserve
Secure multi-party orchestration
Luna can negotiate schedules and prepare exchanges across several services, but secrets remain compartmentalized and every relationship retains a manual exit.
The sphere becomes permeable without becoming careless.
- Orbit milestone
- Secure outward interfaces operate with manual interruption available.
- Model posture
- Illustrative T≥0.982 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Harvest for More Than One
Stage 9 — Regenerative reserve
Cooperative demand and harvest matching
Surplus produce finds neighbors, kitchens, and markets before it becomes waste. The system coordinates availability; the village decides the terms of exchange.
The harvest can feed more than one table.
- Orbit milestone
- Land stewardship and animal care continue while autumn coverage is intentionally reduced.
- Model posture
- Illustrative T≥0.992 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Absorbing the Shock
Stage 9 — Regenerative reserve
Multi-shock simulation
Resilience is tested against coincidence, not one tidy failure at a time. The reserve absorbs simultaneous replacement while essential care continues.
Hardware and utility failures can occur together without consuming the household.
- Orbit milestone
- The household can illustratively absorb simultaneous hardware and utility replacement costs.
- Model posture
- Illustrative T≥0.986 — verified
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
2036
Local reciprocity
An Archive of Decisions
Stage 10 — Local reciprocity
Decision provenance and institutional memory
The archive keeps cases, model versions, overrides, costs, and consequences together. Trust comes from remembering how the system was wrong.
Every automation leaves a record that can teach the next season.
- Orbit milestone
- Time and resources sustain a durable public/private knowledge archive.
- Model posture
- Illustrative T≥0.988 — audited
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
Local Reciprocity
Stage 10 — Local reciprocity
Reciprocal local-market coordination
The operating bubble is no longer only domestic. It helps match real needs with nearby capacity while protecting each participant’s ability to refuse.
Repair, food, connectivity, and energy become a mesh of dependable exchange.
- Orbit milestone
- Stable reciprocal exchange links nearby repair, food, network, and energy providers.
- Model posture
- Illustrative T≥0.990 — audited
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
The Remaining Fireflies
Stage 10 — Local reciprocity
Drift detection at mature scale
Hundreds of millions of evaluated case-equivalents do not abolish autumn. Precision and coverage fall, fireflies return, and Luna chooses a smaller sphere until the new pattern is understood.
The system still knows how to retreat.
- Orbit milestone
- Continuous audit is retained while the system abstains more aggressively during regime change.
- Model posture
- Illustrative T≥0.996 — autumn-regime caution
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
A Quiet Pattern
Stage 10 — Local reciprocity
Governed superintelligent coordination
The final image is not independence from the world. It is a household able to participate more gently in it: paying, planting, repairing, feeding, learning, and still keeping a human hand on every gate.
Bank, farm, table, home, and neighbors settle into a quiet reciprocal pattern.
- Orbit milestone
- The illustrative household ecology supports compute, hardware, utilities, housing, food, plants, pets, care, art, and local exchange.
- Model posture
- Illustrative T≥0.993 — audited
- Evaluation
- Fixed 24 hours after eligibility
Illustrative scenario — not measured performance.
A projection with its feet on the ground.
The sequence extrapolates from current capability and adoption trends. The sources constrain the dream; they do not certify its dates or outcomes.
Stanford AI Index 2026
Capability is advancing rapidly, but the frontier remains jagged and real-world computer-use agents still fail meaningful shares of benchmark tasks.
BIS / FSI on AI and financial stability
Financial adoption can reduce costs while creating concentration, dependency, and governance risks.
FAO on agricultural automation
Digital automation can improve productivity and resilience, while inclusive adoption and the circumstances of small producers remain essential.
OECD on AI in agriculture
Current use cases include soil and crop monitoring, irrigation, pest control, workload planning, and harvest timing across the food chain.
IEA, Energy and AI
AI has a material electricity footprint, so the roadmap makes energy, efficiency, scheduling, and reserves visible rather than treating compute as weightless.
NIST AI Risk Management Framework
Governance, measurement, clear human roles, and continuous risk management inform the visible consent gates throughout the story.
The future does not arrive as a machine above the village. It arrives as a quieter pattern among the bank, the pump, the orchard, the pantry, the table, and the people who can still say no.