KSTTAI / Autonomous Industrial Ecosystems

Von Neumann-class seeds Closed-loop ISRU + manufacturing v0.1 → v8.0 capability ladder

Autonomous seeds that build the factories that build the future.

Tai Probes designs and operates self-replicating industrial ecosystems — autonomous systems that land on a body with resources, mine and refine locally, manufacture their own tooling and power infrastructure, and use the surplus to build another one. Each generation is a measurable engineering milestone, not a metaphor: the program is structured as five independently fundable MVPs on a path toward Kardashev Type II industrial capacity.

v0.1 → v8.0
Measured autonomy generations, each independently verifiable
5
Sequential MVPs from ground demo to Type II solar factory scale
~$2T
Order-of-magnitude program cost across the full v0.1–v8.0 ladder
2026–2091
65-year roadmap: Solar System foundation to first interstellar seed launches
KSTTAI ECOSYSTEM/ Space Systems/ Tai Probes/ Tai Energy/ TaiFab/ Tai Factory/ Peak Evolution/ Immortals

What a Tai Probe is

One seed, three functions, one closed loop.

A probe is not a single machine — it's an integrated energy, compute and manufacturing system that has to close its own material loop before it can grow. Every later capability (organizations, settlements, interstellar launch) is this same loop, run longer and at greater scale.

01 · ACQUIRE

Resource extraction

ISRU mining and refining of local regolith, metals and volatiles into usable feedstock — the step every later capability depends on and the most common point of program failure.

02 · MANUFACTURE

Closed-loop fabrication

Additive and subtractive manufacturing that turns refined feedstock into structure, power systems, robotics and — critically — the tools that make the next generation of tools.

03 · REPLICATE

Directed self-copy

Once local industrial mass exceeds the mass of the original seed, surplus capacity is committed to building a new, independently operating seed rather than expanding the first indefinitely.

Everything past this point — infrastructure construction, organizational autonomy, interstellar seeding — is this loop composed with itself at increasing scope. The version ladder below is how we track and fund that composition.

Capability roadmap

Every version is a measured, funded engineering milestone.

Each generation is defined by one breakthrough capability with its own KPIs, budget and deadline — not a marketing label. The ladder below is the full v0.1–v8.0 program as currently costed.

VersionMajor breakthroughDurationDeadlineIncrementalCumulative
v0.1Autonomous Mission Planning2 yrsYr 2$10M$10M
v0.2Digital Twin Platform2 yrsYr 4$40M$50M
v0.3Autonomous Mission Operations2 yrsYr 6$100M$150M
v0.5Closed-Loop Self-Optimization2 yrsYr 8$350M$500M
v1.0Autonomous Space Factory — operates for years unsupervised: ISRU, mining, refining, manufacturing, fault recovery5 yrsYr 13$5B$5.5B
v1.5Self-Replicating Factory — first genuine von Neumann milestone: the factory builds another factory5 yrsYr 18$15B$20.5B
v2.0Autonomous Infrastructure Builder — power, compute, habitats, transport, comms, no humans on-site7 yrsYr 25$30B$50.5B
v2.5Autonomous Organizations — the system runs engineering, manufacturing and governance functions, not just machines5 yrsYr 30$20B$70.5B
v3.0Self-Sustaining Civilization Seed — permanent settlement independent of Earth resupply10 yrsYr 40$130B$200.5B
v4.0Interstellar Seed Probe — the civilization manufactures and launches new seed probes10 yrsYr 50$300B$500.5B
v5.0Multi-System Network — independently governed civilizations with shared scientific knowledge15 yrs*Yr 65*mission-dep.—
v6.0Autonomous Scientist — forms hypotheses, runs experiments, publishes verified engineering improvementsparallel v3–v5Yr 55$100B≈$600B
v7.0First-Principles Civilization Engine — improves its own engineering, manufacturing and AI without waiting on predefined procedures15 yrsYr 70$400B≈$1T
v8.0Fully Autonomous Civilization Seed — arrives, characterizes, builds, sustains and re-seeds without further support from Earth10 yrsYr 80$1T≈$2T

* From v5.0 onward, "deadline" is a weaker concept than "capability complete" — interstellar transit time, not engineering readiness, dominates the later schedule. All figures are order-of-magnitude planning estimates, not predictions.

De-risking program

Five MVPs, each independently fundable and verifiable.

Rather than one monolithic bet, the path to Kardashev Type II industrial capacity is staged as five minimum-viable proof points. Each one de-risks the next phase of technical progress and unlocks the next round of capital on its own merits.

PHASE 0 · YEARS 0–3 · FOUNDATION

Closed-Loop Ground + Near-Earth Demonstration

A fully integrated terrestrial (and optionally LEO/cislunar) test system proving closed material cycles and partial self-replication under controlled conditions — before committing to expensive lunar delivery.

Primary success metric≥40% of a seed's structural and power mass manufactured from processed simulant feedstock; frozen Seed Gen-1 flight design
PHASE 1 · YEARS 3–8 · LUNAR SEEDING

First Partial-Replication Cycle on the Moon

Delivery and operation of industrial seeds that grow total industrial mass beyond their own delivered mass using predominantly lunar resources — the single most important de-risking event in the roadmap.

Primary success metricIndustrial mass exceeds original seed mass; ≥50–70% local mass fraction; one full replication cycle completed
PHASE 2 · YEARS 6–15 · NEA / MAIN-BELT EXPANSION

Multi-Body Network + First Productive Output

A functioning network across the Moon plus at least two near-Earth or main-belt asteroids, proving the system can expand beyond one body and generate real economic value beyond pure self-copying.

Primary success metric≥2 additional bodies active; useful product delivered externally (propellant, structure, or pilot solar capacity)
PHASE 3 · YEARS 12–25 · OUTER-SYSTEM SEEDING

First Operational Outer-System Industrial Node

Delivery and activation of an industrial seed in the Kuiper Belt (or equivalent), proving the architecture holds under low insolation, long communication delays and volatile-rich environments.

Primary success metricActive outer-system node with measurable mass growth and long-duration autonomy at hours-to-days comm latency
PHASE 4 · YEARS 15–40+ · SOLAR FACTORY / TYPE II SCALE-UP

Multi-GW Solar Factory Cluster

The transition point from "self-replicating industrial network" to "stellar-scale energy infrastructure builder" — the minimum proof that the system can climb the Kardashev scale, not just replicate indefinitely.

Primary success metric≥10 GW operational distributed solar factory capacity with a measured trajectory toward yottawatt-scale output

First-principles sizing

What a viable seed actually needs.

Order-of-magnitude minimums for a seed that can bootstrap itself, reach local self-sufficiency, and begin exponential replication in a favorable location (near-Earth asteroid or inner Main Belt). Requirements rise substantially in the Kuiper Belt or Oort Cloud.

Energy

ParameterMinimum viableRobust
Continuous power100 kW – 1 MW5 – 50 MW
Energy storage1 – 10 MWh50 – 500 MWh
Target EROEI post-bootstrap> 10:1> 30:1

Below roughly 5–10:1 EROEI, a seed cannot grow. Energy is the most common binding constraint the farther a seed operates from the Sun.

Computing

ParameterMinimum viableRobust
Sustained compute10¹⁴ – 10¹⁵ FLOPS10¹⁶ – 10¹⁷ FLOPS
Memory / storage100 TB – 1 PB10 – 100 PB
Autonomy without contactDays – weeksFull local autonomy, months

Under-provisioned compute is a common failure mode: seeds that can't close the decision loop locally can't adapt or recover from faults.

Infrastructure — mass & manufacturing

ParameterMinimum viableRobustNotes
Total seed mass50 – 300 t1,000 – 10,000 tStructure, robots, power, compute, tools
Initial robotic workforce20 – 100 units300 – 2,000 unitsMining, transport, assembly, maintenance
Manufacturing capabilityOwn spare parts + simple structuresComplex parts + replication-readyCritical-path item — must make the tools that make the tools
MobilityLocal (km–10s of km)Regional (body-to-body)Must reach new resource deposits

Replication doubling time by location

LocationEarly-stage doublingMature-system doublingMain limiting factors
Near-Earth asteroids8–18 months4–9 monthsBest energy + metals, short transport, easy thermal control
Main asteroid belt12–24 months6–12 monthsGood metals, moderate energy, higher delta-v
Kuiper Belt2–5 years12–24 monthsLow solar energy, mostly ices, long distances
Oort Cloud5–15+ years2–6 yearsExtremely low energy, sparse resources, cryogenic operations

A frequently cited 6-month doubling time is realistic only in the inner system under highly optimized, mature conditions — it becomes progressively harder moving outward.

Growth that has to earn its own energy budget is the only growth that doesn't stop.

Every version on the ladder above exists to prove one thing at increasing scale: that the loop — acquire, manufacture, replicate — closes on its own, without a subsidy from Earth.

Simulation-first engineering

Simulation is the source of truth. Visualization just reads it.

Every seed generation is designed, tested and optimized in simulation before any hardware is committed. The simulation core (TaiSim) computes state — energy flows, mass and recycling, replication, KPIs. The 3D layer is telemetry: it reads TaiSim's state and renders it, never the other way around.

SIM CORE
Rust + JAX physics engine
Performance and memory-safety for the state engine; JAX for differentiable physics math
MODEL GRAPH
PostgreSQL + Neo4j + vector DB
Single source of truth for the industrial-node graph, orchestrated behind a Python FastAPI layer
TELEMETRY
WebSocket streaming, sim → render
The simulation stays authoritative; visualization is swappable and never writes state back
3D RENDER
Three.js / React Three Fiber (browser)
Runs anywhere, interactive at every scale, matches the rest of the stack
CINEMATIC
Unreal Engine / Blender (offline)
Investor-grade renders and orbital-scene walkthroughs

Level-of-detail hierarchy

Node / site

Sub-meter to meter scale. A single integrated seed site — power, storage, compute racks, heat exchangers, recycling loops, robots. Highest fidelity.

Orbital

Kilometer scale. Constellations, factories, beaming paths. Medium fidelity, instanced meshes.

Stellar

AU scale. Distributed solar collector arrays and energy-network topology. Aggregate flows, not individual objects.

Master KPI at every scale: the Closed-Loop Efficiency Index — recycled matter % × compute per joule × energy-capture % — shown as a single live gauge.

Program structure

Seven synchronized R&D programs, one systems-integration product.

Rather than one monolithic project, the ~$2T v0.1–v8.0 program is treated as seven large, independently valuable R&D efforts with synchronized milestones. The Tai Probe is the systems-integration product that combines their outputs — which means intermediate technologies deliver commercial value long before the full civilization-seeding system exists.

Tai Energy
$500B
Tai Factory
$500B
TaiFab (Computing & AI)
$300B
Stop Aging
$250B
KSTTAI (sim, twin, mission)
$200B
Peak Evolution
$150B
Tai Principles
$100B

Illustrative allocation across the full v0.1–v8.0 program, order-of-magnitude. Tai Probes is the integration layer that draws on each program's output rather than duplicating it.

Where the technical risk concentrates

MilestoneMain unknown
v1.5Reliable self-replication from local resources, unsupervised
v3.0Complete autonomous civilization operation without Earth support
v4.0Practical interstellar probe deployment at meaningful scale
v6.0AI capable of expert-level autonomous scientific discovery across domains
v8.0End-to-end verification of a fully autonomous civilization seed

Company

Part of the KSTTAI ecosystem.

Tai Probes is a daughter company of KSTTAI Holding (ksttai.ir), the systems-integration layer that draws on the group's energy, manufacturing, computing and simulation programs. Founded and led by Matin Khabari, CEO across all KSTTAI companies.

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