MOD-01 · Predictions

On the record

Recorded 2026-07-10 26 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.

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-26 Atlas — Boston Dynamics’ humanoid, owned by Hyundai — places the match ball at kickoff of the FIFA World Cup final on 2026-07-19. Due 2026-07-19 Open

By 2031 · The five-year test

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

P-01 Humanoid robots are doing real, paid industrial work — not pilots, not demos. Due 2031-12-31 Open

P-02 Their first wide adoption is in repetitive, dangerous, and undesirable work. Due 2031-12-31 Open

P-03 Humanoid unit cost has fallen well below the roughly USD 20,000 of 2026. Due 2031-12-31 Open

P-04 Robot tooling — grippers, fixtures, task-specific equipment — is an emerging high-margin market. Due 2031-12-31 Open

By 2036 · The ten-year test

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

P-05 Humanoid deployment has scaled into mainstream manufacturing. Due 2036-12-31 Open

P-06 The labor-cost advantage of low-wage regions is measurably eroding. Due 2036-12-31 Open

P-07 Production location is decided by BOM structure, energy, logistics, tariffs, and risk — not wages. Due 2036-12-31 Open

P-08 High-wage countries — Norway among them — are winning back selected manufacturing categories. Due 2036-12-31 Open

P-09 Customers pay a premium for manufacturing optionality — the ability to move production when conditions change. Due 2036-12-31 Open

P-10 Validated production blueprints move between certified factories; portable production is commercially real. Due 2036-12-31 Open

P-11 Customers buy production tiers — levels of engineering, repeatability, and portability — not just production. Due 2036-12-31 Open

P-12 A factory OS — software controlling layout, tools, quality, and capacity as versioned configuration — is central to flexible manufacturing. Due 2036-12-31 Open

P-13 Toolmaking and fixture capability is recognized as one of Norway's critical industrial gaps — and is being rebuilt. Due 2036-12-31 Open

P-14 A new profession exists: the robot-era production technologist — machines, robots, fixtures, software, quality, and data in one role. Due 2036-12-31 Open

By 2046 · The twenty-year test

The systems bet: manufacturing capacity becomes infrastructure.

P-15 Manufacturing capacity works like cloud capacity: distributed, dynamically allocatable, standardized. Due 2046-12-31 Open

P-16 Supply chains are shorter; production sits close to final demand. Due 2046-12-31 Open

P-17 Manufacturers relying on lock-in, opaque pricing, and private process knowledge have lost strategic power to certified, interoperable networks. Due 2046-12-31 Open

P-18 The durable moat proved to be the framework — standards, data, certification, training — not the robots. Due 2046-12-31 Open

P-19 Robots participate in manufacturing robots. Due 2046-12-31 Open

By 2056 · The thirty-year test

The societal bet: the questions change entirely.

P-20 Very little repetitive manual production work is done by humans. Due 2056-12-31 Open

P-21 A humanoid robot is as financially accessible as a car. Due 2056-12-31 Open

P-22 The defining policy question is how society is funded when robots do most physical work. Due 2056-12-31 Open

The bet on ourselves

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

P-23 By 2031: the first Moduloa hub exists and proves the humanoid-native operating model on real products. Due 2031-12-31 Open

P-24 By 2036: existing factories have been converted into certified Moduloa hubs running portable blueprints — the network scales by conversion, not construction. Due 2036-12-31 Open

P-25 By 2046: the Moduloa framework — factory OS, tiers, certification, routing — operates as a global manufacturing capacity network. Due 2046-12-31 Open

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.