{
 "_meta": {
  "description": "Moduloa predictions register — the future-facing claims behind Moduloa Manufacturing, frozen at recording time. Human-readable version: https://moduloa.com/predictions. Claims are immutable; only their scores change.",
  "recorded": "2026-07-10",
  "statuses": [
   "open",
   "correct",
   "partly",
   "wrong"
  ],
  "rules": {
   "scoring": "open = undecided; correct = happened as claimed; partly = directionally right, materially off; wrong = did not happen. A score only lands with public sources and a decision date.",
   "expiry": "A claim still open when its deadline passes is scored wrong automatically, with reasoning 'deadline passed unproven'. No extensions.",
   "immutability": "The claim text is never edited. Only status, scored, reasoning, and sources may change.",
   "review": "Reviewed weekly by an automated research pass. Conservative by design: no credible public source, no score. When a claim is scored, predictions.html must be updated to match: the row's badge class changes to badge--correct / badge--partly / badge--wrong with matching label text, and a line <span class=\"pred-note\">Scored YYYY-MM-DD · <a href=\"URL\">source</a></span> is appended inside the row after the badge. A dated build-log entry is added on manufacturing.html and an entry is added to feed.xml."
  },
  "version": "1.1",
  "contact": "shk@moduloa.com",
  "license": "https://creativecommons.org/licenses/by/4.0/"
 },
 "declared_failure_modes": [
  "humanoid timing",
  "humanoid reliability",
  "capital intensity",
  "customer willingness to trust portable production"
 ],
 "predictions": [
  {
   "id": "P-01",
   "horizon": 2031,
   "deadline": "2031-12-31",
   "claim": "Humanoid robots are doing real, paid industrial work — not pilots, not demos.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-02",
   "horizon": 2031,
   "deadline": "2031-12-31",
   "claim": "Their first wide adoption is in repetitive, dangerous, and undesirable work.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-03",
   "horizon": 2031,
   "deadline": "2031-12-31",
   "claim": "Humanoid unit cost has fallen well below the roughly USD 20,000 of 2026.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-04",
   "horizon": 2031,
   "deadline": "2031-12-31",
   "claim": "Robot tooling — grippers, fixtures, task-specific equipment — is an emerging high-margin market.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-05",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Humanoid deployment has scaled into mainstream manufacturing.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-06",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "The labor-cost advantage of low-wage regions is measurably eroding.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-07",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Production location is decided by BOM structure, energy, logistics, tariffs, and risk — not wages.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-08",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "High-wage countries — Norway among them — are winning back selected manufacturing categories.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-09",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Customers pay a premium for manufacturing optionality — the ability to move production when conditions change.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-10",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Validated production blueprints move between certified factories; portable production is commercially real.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-11",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Customers buy production tiers — levels of engineering, repeatability, and portability — not just production.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-12",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "A factory OS — software controlling layout, tools, quality, and capacity as versioned configuration — is central to flexible manufacturing.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-13",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Toolmaking and fixture capability is recognized as one of Norway's critical industrial gaps — and is being rebuilt.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-14",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "A new profession exists: the robot-era production technologist — machines, robots, fixtures, software, quality, and data in one role.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-15",
   "horizon": 2046,
   "deadline": "2046-12-31",
   "claim": "Manufacturing capacity works like cloud capacity: distributed, dynamically allocatable, standardized.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-16",
   "horizon": 2046,
   "deadline": "2046-12-31",
   "claim": "Supply chains are shorter; production sits close to final demand.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-17",
   "horizon": 2046,
   "deadline": "2046-12-31",
   "claim": "Manufacturers relying on lock-in, opaque pricing, and private process knowledge have lost strategic power to certified, interoperable networks.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-18",
   "horizon": 2046,
   "deadline": "2046-12-31",
   "claim": "The durable moat proved to be the framework — standards, data, certification, training — not the robots.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-19",
   "horizon": 2046,
   "deadline": "2046-12-31",
   "claim": "Robots participate in manufacturing robots.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-20",
   "horizon": 2056,
   "deadline": "2056-12-31",
   "claim": "Very little repetitive manual production work is done by humans.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-21",
   "horizon": 2056,
   "deadline": "2056-12-31",
   "claim": "A humanoid robot is as financially accessible as a car.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-22",
   "horizon": 2056,
   "deadline": "2056-12-31",
   "claim": "The defining policy question is how society is funded when robots do most physical work.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": []
  },
  {
   "id": "P-23",
   "horizon": 2031,
   "deadline": "2031-12-31",
   "claim": "The first Moduloa hub exists and proves the humanoid-native operating model on real products.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": [],
   "about": "moduloa"
  },
  {
   "id": "P-24",
   "horizon": 2036,
   "deadline": "2036-12-31",
   "claim": "Existing factories have been converted into certified Moduloa hubs running portable blueprints — the network scales by conversion, not construction.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": [],
   "about": "moduloa"
  },
  {
   "id": "P-25",
   "horizon": 2046,
   "deadline": "2046-12-31",
   "claim": "The Moduloa framework — factory OS, tiers, certification, routing — operates as a global manufacturing capacity network.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": [],
   "about": "moduloa"
  },
  {
   "id": "P-26",
   "horizon": 2026,
   "deadline": "2026-07-19",
   "recorded": "2026-07-15",
   "claim": "Atlas — Boston Dynamics' humanoid, owned by Hyundai — places the match ball at kickoff of the FIFA World Cup final on 2026-07-19.",
   "context": "On 2026-07-05 Atlas delivered the halftime match ball at the Round of 16 (MetLife Stadium) — Hyundai's first live-match robotics integration, announced by Hyundai Motor Group. No final appearance was announced as of recording; a 2026-07-14 trade headline suggested Atlas's World Cup run had ended. The claim reads the activation as a signal: the majors now demonstrate humanoid capability on the biggest broadcast stages, and Hyundai escalates to the final.",
   "status": "open",
   "scored": null,
   "reasoning": null,
   "sources": [],
   "about": "industry"
  }
 ]
}