As of snapshot 27745 under ledger-default@0.3.0. Counts by assessment state, descriptive only: no topic is scored.
6 Contradicted2 Insufficient evidence7 Leans contradicted3 Leans supported3 Not assessed36 Supported3 Unresolved
| Claim | Type | Assessment |
|---|
| In the study’s modeled channels, educational capacity partly mitigated the AI–inequality relationship, with heterogeneous roles for basic, higher, and vocational education. | OBSERVATIONAL | Supported |
| Using Chinese provincial panel data from 2010 to 2024, the study found that AI diffusion was positively associated with both the Theil index and the urban–rural income gap in fixed-effects and dynamic panel system-GMM estimates. | QUANTITATIVE | Leans supported |
| In a Europe-wide model conditional on green-hydrogen diffusion resembling natural-gas power-plant diffusion, targeting the most central offtakers reduced median policy cost per additional kilogram by 37–41%, while adding a 10% centrality criterion to a hydrogen-bank-style auction improved cost-effectiveness by 13–15%. | QUANTITATIVE | Supported |
| In the reported study of Chinese A-share listed companies from 2014 to 2022, the establishment of bankruptcy courts was associated with a 9.7% reduction in underinvestment. | QUANTITATIVE | Supported |
| In the reported study of Chinese A-share listed companies from 2014 to 2022, the establishment of bankruptcy courts was associated with a 7.5% decrease in non-optimal investment efficiency. | QUANTITATIVE | Supported |
| In the reported firm-level study, corporate social-responsibility engagement subsequently reduced future business risk. | CAUSAL | Supported |
| In the reported firm-level study, trade frictions, proxied by trade-remedy investigations, were associated with increased corporate social-responsibility engagement. | CAUSAL | Supported |
| In a Brazilian Amazon randomized trial, the flexible payment contract saved slightly more forest, while the fixed zero-deforestation contract had a higher benefit-cost ratio. | COMPARATIVE | Unresolved |
| In the reported model, a $200,000 per-satellite post-mission-disposal bond reduced annual derelict satellite mass by more than one-third and increased welfare by up to 27%. | QUANTITATIVE | Supported |
| Between 2010 and 2024, 40% of satellites in non-naturally compliant orbits successfully deorbited, according to the reported study. | QUANTITATIVE | Supported |
| In the same trial, the flexible payment contract's reported cost per hectare of forest saved was 3,056 BRL, versus 4,360 BRL for the stringent contract. | QUANTITATIVE | Supported |
| In a Brazilian Amazon randomized trial, a flexible payment-for-environmental-services contract produced 31% less participant deforestation than a stringent zero-deforestation contract during the peak period (95% CI 2%–60%; d = 0.12). | QUANTITATIVE | Supported |
| Agricultural Bank of China and American Express launched a Kimi AI-focused credit card in mainland China on July 10, 2026. | HISTORICAL | Supported |
| Ping An Bank cardholders can redeem AI token packages and memberships with points earned from spending. | OBSERVATIONAL | Supported |
| Breitbart News is co-owned by the Mercer family. | OBSERVATIONAL | Supported |
| Jeff Bezos, Elon Musk, Sundar Pichai and Michael Dell are on the announced guest list for the Xi Jinping state dinner. | HISTORICAL | Supported |
| Trump’s takeover caused the Kennedy Center’s current financial crisis. | CAUSAL | Supported |
| The Kennedy Center is now broke. | INTERPRETIVE | Unresolved |
| The Kennedy Center had an endowment of about $163 million when Trump took control in February 2025. | QUANTITATIVE | Supported |
| The Kennedy Center had total assets of about $691 million immediately before Trump took control in February 2025. | QUANTITATIVE | Supported |
| Distributed robotaxi ownership has a near-zero marginal cost of adding capacity, as Airbnb does against hotels, making it superior to centralised fleet ownership. | INTERPRETIVE | Supported |
| Platform owners heavily subsidise the success of their earliest franchisees to build momentum, as with early Starbucks franchises. | INTERPRETIVE | Contradicted |
| Owning a fleet of robotaxis or humanoid robots is becoming the franchising path to wealth that laundromats and restaurant franchises were decades ago. | INTERPRETIVE | Unresolved |
| Elon Musk previously described a Tesla fleet model combining Uber and Airbnb in which owners add or subtract their own car from the fleet. | ATTRIBUTED_BELIEF | Supported |
| Tesla has opened an official interest form for businesses wanting to buy Cybercab fleets and build mobility hubs and charging infrastructure for the robotaxi network, with no pricing or delivery terms announced. | OBSERVATIONAL | Supported |
| Elon Musk is building the most vertically integrated company the world has seen, with supply chain control reaching down to turning raw sand into chips. | INTERPRETIVE | Leans contradicted |
| Mercor now has 50,000 to 100,000 individual contributors operating effectively as small companies, in India and Brazil. | QUANTITATIVE | Leans contradicted |
| The one-person company will not become the norm; the ten-person company and collectives of companies will. | FORECAST | Not assessed |
| Organizations begin to lose alignment once they pass about 12 people and again once they pass about 150. | INTERPRETIVE | Supported |
| Dario Amodei has described an end state in which a single company such as Anthropic constitutes all private enterprise. | ATTRIBUTED_BELIEF | Leans contradicted |
| Sam Altman said that in the future an AI should be running OpenAI. | ATTRIBUTED_BELIEF | Supported |
| Frontier labs walling off their most capable internal models pushes toward larger firms, the opposite of the Coasean prediction. | INTERPRETIVE | Leans supported |
| Salim Ismail and Ted Shelton coined the term fiduciary wedge for the reasons a legal entity is still needed once coordination is automated: liability, fiduciary duty, proprietary data ownership, learning loops, brand and purpose. | OBSERVATIONAL | Supported |
| Under Coasean economics transaction costs determine firm size, so transaction costs falling to zero implies firm size falling toward zero. | INTERPRETIVE | Supported |
| The dissolution of the hierarchical firm is the biggest organizational shift since the industrial revolution. | INTERPRETIVE | Leans supported |
| AI does not merely automate the firm but attacks the economic reason firms exist, turning the firm into a protocol coordinating a community of agents and humans. | INTERPRETIVE | Supported |
| Uber's mission-critical function of matching driver and passenger happens outside Uber's organizational boundary. | OBSERVATIONAL | Contradicted |
| Salim Ismail and his co-authors argued in their 2023 book Exponential Organizations 2.0 that Coase's law was already breaking. | TEXTUAL | Supported |
| Coase's answer was that transactions are expensive, making it cheaper to hire employees than to negotiate every task on the open market, so companies are a workaround for transaction costs. | TEXTUAL | Supported |
| There are no stationary competitive moats during a singularity, only temporary dynamical ones that must be sequenced. | INTERPRETIVE | Leans contradicted |
| Studies show that around 74 per cent of work in large companies is coordination work, which Erik Brynjolfsson calls white collar drudgery. | QUANTITATIVE | Leans contradicted |
| In Principal Financial Group data covering over 100,000 small business clients, more than 60 per cent were adding jobs because of AI and 1.4 per cent were losing jobs because of AI. | QUANTITATIVE | Contradicted |
| Alexander Wissner-Gross coined a term for the eleven companies at the heart of the innermost loop of the economy, which include the Microsoft and FAANG companies plus SpaceX, Tesla and Broadcom. | OBSERVATIONAL | Supported |
| The largest AI companies now hold more than $20 trillion in liquidity that they intend to recycle into reinforcing their positions. | QUANTITATIVE | Contradicted |
| JP Morgan is small relative to Nvidia both in absolute terms and in the volume of new investment decisions it will make this year. | COMPARATIVE | Supported |
| China Telecom sells access to 142 AI models in the manner of a mobile data plan. | OBSERVATIONAL | Supported |
| Moonshots Live will feature interviews with Palmer Luckey, creator of Oculus and founder of Anduril; Ben Lamm, CEO of Colossal; and Astro Teller. | OBSERVATIONAL | Supported |
| 26,000 teams entered the Build with Gemini XPRIZE. | QUANTITATIVE | Insufficient evidence |
| The Build with Gemini XPRIZE asked teams worldwide to pick a problem affecting 100,000 people and build, from a clean sheet in under 90 days, the company with the greatest revenue. | OBSERVATIONAL | Supported |
| OpenAI has offered corporations a revenue-sharing deal under which it becomes their permanent AI partner. | OBSERVATIONAL | Leans contradicted |
| Palantir's Alex Karp publicly told companies to become an AI company or die. | OBSERVATIONAL | Leans contradicted |
| Every corporation will fundamentally need to become an AI company. | FORECAST | Not assessed |
| Sam Altman was fired out of fear arising from the Strawberry project and subsequently returned to OpenAI. | HISTORICAL | Supported |
| Blitzy delivers 80 per cent or more of enterprise development work autonomously, and enterprises using it achieve a fivefold increase in engineering velocity. | QUANTITATIVE | Supported |
| Training GPT-6 Astra on about 100,000 chips amounted to roughly a billion-dollar training run over about two months. | QUANTITATIVE | Contradicted |
| Elon Musk is the world's first trillionaire. | OBSERVATIONAL | Supported |
| As of early September 2026, Nvidia had deployed or committed $99 billion in AI-related investments. | QUANTITATIVE | Insufficient evidence |
| Nvidia's $99 billion AI investment total is larger than the combined assets under management of every venture capital firm on Earth. | QUANTITATIVE | Contradicted |
| Nvidia's equity investments were valued at $99 billion as of 26 July 2026, up from about $7 billion a year earlier. | QUANTITATIVE | Supported |
| Companies should adopt remote work. | NORMATIVE | Not assessed |
Galedra