Validations Queue
75,032 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 57 of 1393, 50 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.
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Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.
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| Sim | Doc | Source | Pred | Domain | Prior | |
|---|---|---|---|---|---|---|
| 0.70 | manifold 2026-06-10 | 248_004 Launching 40,000 V3 Starlinks requires only 3 Starship launches per week over 3 years. Peter Diamandis | Space | 58% | ||
| 0.70 | arxiv 2026-06-09 | INF_012 AI data-center power consumption will grow by approximately 126 GW annually through 2028 — comparable to Canada's total annual power demand, and representing nearly 20% of projected global power growth through 2030. Morgan Stanley | Energy | 46% | ||
| 0.70 | XRP BELOW $1 THIS WEEK?(market prob: 9%) | manifold 2026-06-10 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.70 | manifold 2026-06-09 | 239_002 AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latest Elon Musk | AI | 44% | ||
| 0.70 | arxiv 2026-06-10 | CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross | Quantum/AI | 15% | ||
| 0.70 | arxiv 2026-06-10 | CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin | Markets/Stocks | 52% | ||
| 0.70 | arxiv 2026-06-10 | ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba | Robotics | 62% | ||
| 0.70 | arxiv 2026-06-10 | CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn | AI/Compute | 59% | ||
| 0.70 | arxiv 2026-06-10 | INF_006 Over time, very large fractions of the earth's land surface will be given over to data centers as AI compute demand scales — hyperscaler DC footprint transitions from discrete campuses to regional-scale compute territories. Sam Altman | AI | 40% | ||
| 0.70 | arxiv 2026-06-09 | CYB_012 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di... Alex Finn | AI | 44% | ||
| 0.70 | arxiv 2026-06-09 | SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba | AI/Hardware | 71% | ||
| 0.70 | manifold 2026-06-12 | 242_023 World will have 10x more wealth around 2034-2036 Dave Blundin | Macro/Economy | 34% | ||
| 0.70 | arxiv 2026-06-11 | ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom | AI | 40% | ||
| 0.70 | arxiv 2026-06-11 | CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross | AI | 76% | ||
| 0.70 | arxiv 2026-06-11 | CMQ_057 Democratization of sophisticated AI tools means any 'kid in a basement' can now build world-changing applications via API access to frontier models. Mark Cuban | AI | 56% | ||
| 0.70 | arxiv 2026-06-11 | CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin | Markets/Stocks | 52% | ||
| 0.70 | arxiv 2026-06-10 | 229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock | AI | 40% | ||
| 0.70 | arxiv 2026-06-11 | CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis | Robotics | 44% | ||
| 0.70 | manifold 2026-06-13 | 232_012 US-China AI situation about to get more complicated regarding open source models and secrets. Ben Horowitz | Geopolitics | 44% | ||
| 0.70 | arxiv 2026-06-15 | CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross | Quantum/AI | 15% | ||
| 0.70 | arxiv 2026-06-15 | FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis | Labor/Jobs | 45% | ||
| 0.70 | arxiv 2026-06-15 | CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn | AI/Compute | 59% | ||
| 0.70 | manifold 2026-06-17 | COD_SPC_006 Vast Haven-1 reaches orbit by end 2026 Codex Research Pack | Space | 52% | ||
| 0.70 | arxiv 2026-06-16 | IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba | AI | 79% | ||
| 0.70 | arxiv 2026-06-16 | CYB_025 The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est... Ralph Losey | Other | 77% | ||
| 0.70 | Will Bitcoin be at or above 75k by the end of the month?(market prob: 24%) | manifold 2026-06-17 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | arxiv 2026-06-17 | INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis | Biotech/Longevity | 38% | ||
| 0.70 | arxiv 2026-06-17 | ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba | Robotics | 62% | ||
| 0.70 | Will Bitcoin reach $80,000 in April?(market prob: 0%) | polymarket 2026-04-02 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | polymarket 2025-07-03 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | ||
| 0.70 | Will Bitcoin reach $150,000 in April?(market prob: 0%) | polymarket 2026-04-02 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. Joseph Moore | Capital Markets | 68% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | gdelt 2026-04-30 | 247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin | AI | 45% | ||
| 0.70 | Will NVIDIA be the largest company in the world by market cap on May 31?(market prob: 100%) | polymarket 2026-04-16 | SEM_011 Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. Jensen Huang | Capital Markets | 86% | |
| 0.70 | Humanoid robot walking around me within three years?(market prob: 43%) | manifold 2026-04-30 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | |
| 0.70 | Will Zohran Mamdani win the 2028 Democratic presidential nomination?(market prob: 1%) | polymarket 2025-07-03 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.70 | Will the price of Bitcoin be above $86,000 on May 3?(market prob: 0%) | polymarket 2026-04-26 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | S&P500 closes at 7,500.00 before End Of May 2026?(market prob: 39%) | manifold 2026-05-01 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.70 | Humans have consciousness [Convince the Machine #3](market prob: 98%) | manifold 2026-05-03 | 240_052 Uploading consciousness (whole brain emulation) really will be you in the future Alex Wissner-Gross | Biotech/Longevity | 41% | |
| 0.70 | github_release 2026-03-18 | 247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin | AI | 40% | ||
| 0.70 | github_release 2025-11-24 | 247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin | AI | 40% |