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MOD-01 · Predictions

On the record

Recorded 2026-07-1029 claims

The future-facing claims behind Moduloa Manufacturing, boiled down and frozen at recording: the original 25 on 2026-07-10; later additions carry their own recorded date. Each claim stays open until reality answers it. Then it is scored Correct, Partly, or Wrong, in public. The claims never get edited; they only get scored.

30 years of deadlines29 claims, 2026 to 2056. 11 of them fall due in 2036.
2026203620462056

Bar height is the number of claims due that year, and the spacing is real time, which is why the two decade gaps are empty. A claim still open when its deadline passes is scored wrong automatically.

Why this exists

A thesis that cannot be wrong is not a thesis. This register makes the bet auditable: anyone, including us, can return in 2031, 2036, 2046, and 2056 and see exactly what was claimed before it was obvious, and what the claims got wrong. See the live humanoid-race tracker →

How scoring works

Statuses: Open (undecided), Correct, Partly (directionally right, materially off), Wrong. Every claim carries a due date. A claim still Open when its due date passes is scored Wrong: no extensions, no reinterpretation. A score only lands with public sources and the date it was decided, and a claim scored Wrong stays on the page. That is the point.

Review cadence

The register is reviewed weekly by an automated research pass that looks for public evidence on open claims. It is deliberately conservative: no source, no score. Most weeks it changes nothing.

2026 · Dated events

Single-event claims: one date, one outcome, no room to reinterpret. Context for this one: on 2026-07-05 Hyundai already put Atlas on the pitch at the Round of 16, delivering the halftime match ball (its first live-match robotics integration). The claim, recorded 2026-07-15 with no announcement to lean on: the majors now use the biggest broadcast stages to show what their humanoids can do, and Hyundai escalates this to the final itself.

P-26Atlas — Boston Dynamics’ humanoid, owned by Hyundai — places the match ball at kickoff of the FIFA World Cup final on 2026-07-19.Due 2026-07-19WrongScored Wrong · 2026-07-20. The final was played on 2026-07-19 without Atlas: no kickoff ball, no appearance at all. Its only World Cup outing remains the 2026-07-05 Round of 16 halftime delivery (Hyundai’s announcement). The honest reading: a World Cup final is one of the largest live audiences on earth, with no retry. Landing it would have been a defining moment for the brand, and a stumble would have cost as much in the other direction. Choosing not to attempt it suggests the routine was not yet dependable enough to bet on live. The distance between a rehearsed halftime demo and a kickoff that cannot fail is exactly the demo-to-dependable gap this register exists to track.
By 2027 · The cell-layer tests

Recorded 2026-07-22, out of radar research on the micro-factory layer (see the journal note of the same date). Two claims that test the thesis from below: whether process knowledge really becomes portable between independently owned standardized cells, and whether routing-without-owning survives contact with reality.

P-27By 2027-06-30, at least one company publicly demonstrates a certified production process transferred between standardized robotic cells owned by two different organizations.Due 2027-06-30Open
P-28By 2027-12-31, Karkhana.io deepens its move into owned manufacturing with at least one further publicly reported owned-capacity step (an acquisition, a new plant, or a majority of production in-house) rather than reverting to asset-light routing.Due 2027-12-31Open
By 2032 · The score test

Recorded 2026-07-26, out of the QA pass on the model's phase pages: Quality & Logistics was the one phase no claim tested head-on. This closes that gap: it bets that quality results feeding a living certification score become a real commercial instrument, not just a diagram.

P-29By 2032-12-31, a customer places a routed order where the producing site was chosen partly on a living, quality-fed certification score — not a static audit certificate.Due 2032-12-31Open
By 2031 · The five-year test

The near bet: humanoids leave the demo reel and enter real production.

P-01Humanoid robots are doing real, paid industrial work — not pilots, not demos.Due 2031-12-31Open
P-02Their first wide adoption is in repetitive, dangerous, and undesirable work.Due 2031-12-31Open
P-03Humanoid unit cost has fallen well below the roughly USD 20,000 of 2026.Due 2031-12-31Open
P-04Robot tooling — grippers, fixtures, task-specific equipment — is an emerging high-margin market.Due 2031-12-31Open
By 2036 · The ten-year test

The structural bet: labor cost stops deciding where things get made.

P-05Humanoid deployment has scaled into mainstream manufacturing.Due 2036-12-31Open
P-06The labor-cost advantage of low-wage regions is measurably eroding.Due 2036-12-31Open
P-07Production location is decided by BOM structure, energy, logistics, tariffs, and risk — not wages.Due 2036-12-31Open
P-08High-wage countries — Norway among them — are winning back selected manufacturing categories.Due 2036-12-31Open
P-09Customers pay a premium for manufacturing optionality — the ability to move production when conditions change.Due 2036-12-31Open
P-10Validated production blueprints move between certified factories; portable production is commercially real.Due 2036-12-31Open
P-11Customers buy production tiers — levels of engineering, repeatability, and portability — not just production.Due 2036-12-31Open
P-12A factory OS — software controlling layout, tools, quality, and capacity as versioned configuration — is central to flexible manufacturing.Due 2036-12-31Open
P-13Toolmaking and fixture capability is recognized as one of Norway's critical industrial gaps — and is being rebuilt.Due 2036-12-31Open
P-14A new profession exists: the robot-era production technologist — machines, robots, fixtures, software, quality, and data in one role.Due 2036-12-31Open
By 2046 · The twenty-year test

The systems bet: manufacturing capacity becomes infrastructure.

P-15Manufacturing capacity works like cloud capacity: distributed, dynamically allocatable, standardized.Due 2046-12-31Open
P-16Supply chains are shorter; production sits close to final demand.Due 2046-12-31Open
P-17Manufacturers relying on lock-in, opaque pricing, and private process knowledge have lost strategic power to certified, interoperable networks.Due 2046-12-31Open
P-18The durable moat proved to be the framework — standards, data, certification, training — not the robots.Due 2046-12-31Open
P-19Robots participate in manufacturing robots.Due 2046-12-31Open
By 2056 · The thirty-year test

The societal bet: the questions change entirely.

P-20Very little repetitive manual production work is done by humans.Due 2056-12-31Open
P-21A humanoid robot is as financially accessible as a car.Due 2056-12-31Open
P-22The defining policy question is how society is funded when robots do most physical work.Due 2056-12-31Open
The bet on ourselves

Claims about Moduloa, held to the same standard as claims about the world.

P-23By 2031: the first Moduloa hub exists and proves the humanoid-native operating model on real products.Due 2031-12-31Open
P-24By 2036: existing factories have been converted into certified Moduloa hubs running portable blueprints — the network scales by conversion, not construction.Due 2036-12-31Open
P-25By 2046: the Moduloa framework — factory OS, tiers, certification, routing — operates as a global manufacturing capacity network.Due 2046-12-31Open
Declared failure modes

If this thesis fails, the most likely wrong assumption is one of these four: humanoid timing, humanoid reliability, capital intensity, or customers' willingness to trust portable production. Written down now so a failure can be diagnosed against what we actually believed, not what we later claim we believed.

Source

Boiled down from the working thesis. Full context: the Manufacturing thesis, v0.2. Machine-readable register: data/predictions.json.

Recorded 2026-07-10. Claims are frozen; only their scores change.
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