Validations Queue
111,300 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 28 of 74, 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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Bulk auto-confirm by similarity threshold
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 | |
|---|---|---|---|---|---|---|
| 0.72 | arxiv 2026-06-22 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.72 | arxiv 2026-06-21 | 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% | ||
| 0.72 | Will a new FrontierMath Open Problem be solved by AI before August 2026?(market prob: 32%) | manifold 2026-06-20 | 242_047 Frontier AI may solve most diseases in 5 years Alex Wissner-Gross | Biotech/Longevity | 39% | |
| 0.72 | arxiv 2026-06-24 | AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei | AI | 56% | ||
| 0.72 | arxiv 2026-06-24 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.72 | arxiv 2026-06-25 | 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% | ||
| 0.72 | Will Anthropic not IPO by June 30, 2026?(market prob: 100%) | polymarket 2025-09-22 | 247_009 Anthropic's implied valuation could reach $2 trillion in 2026 Dave Blundin | AI | 41% | |
| 0.72 | arxiv 2026-06-29 | 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% | ||
| 0.72 | arxiv 2026-06-29 | 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% | ||
| 0.72 | Anthropic signs compute deal with Meta by end of 2027?(market prob: 61%) | manifold 2026-07-01 | CMQ_007 Anthropic corporate revenue will reach trillions of dollars before 2030. Dario Amodei | AI | 41% | |
| 0.72 | arxiv 2026-07-02 | 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% | ||
| 0.72 | manifold 2026-07-07 | AI_008 Once 2027 AGI arrives (AI researchers capable of autonomous research), the intelligence explosion begins — compressing roughly a decade of human-led algorithmic progress into a single year and culminating in Superintelligence by 2030. Leopold Aschenbrenner | AI | 29% | ||
| 0.72 | arxiv 2026-07-06 | IND_027 Ongoing 'reasoning boom' where scientific software development operates on a '20-80 human split' — AI handles 80% of cognitive labor, humans handle 20%, driving recursive self-improvement timelines toward the Singularity; fundamental inversion from hum... Eric Schmidt | Labor/Jobs | 42% | ||
| 0.72 | Will the US confirm that aliens exist by May 31?(market prob: 0%) | polymarket 2026-04-20 | 240_045 White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer) Alex Wissner-Gross | Geopolitics | 39% | |
| 0.72 | Artemis III launches before 2029?(market prob: 85%) | manifold 2026-04-28 | SPC_009 Formal 5-to-7-year delay announced February 2026 for SpaceX's foundational Mars missions — framed as 'sequencing decision' not abandonment. Executing NASA Artemis lunar contracts generates near-term revenue to finance Starship R&D. Shotwell's prior Mar... Gwynne Shotwell | Space | 39% | |
| 0.72 | Will Zohran Mamdani win the 2028 US Presidential Election?(market prob: 1%) | polymarket 2025-07-08 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.72 | Will Ron DeSantis win the 2028 US Presidential Election?(market prob: 1%) | polymarket 2025-07-08 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.72 | manifold 2026-04-30 | 239_002 AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latest Elon Musk | AI | 44% | ||
| 0.72 | manifold 2026-04-30 | SEM_030 S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap). Mike Wilson | Capital Markets | 43% | ||
| 0.72 | Will Bitcoin go up in the next 24 hours?(market prob: 66%) | manifold 2026-05-01 | 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% | |
| 0.72 | arxiv 2026-05-04 | 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% | ||
| 0.72 | arxiv 2026-05-05 | 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% | ||
| 0.72 | arxiv 2026-05-07 | SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner | AI | 64% | ||
| 0.72 | manifold 2026-05-14 | AI_001 AI will surpass peak human intelligence across ALL economically valuable domains by 2030, extending the sequential maturation roadmap beyond 'independent researcher' (2028) into full-domain superintelligence. Sam Altman | AI | 33% | ||
| 0.72 | Will Stephen Smith win the 2028 US Presidential Election?(market prob: 1%) | polymarket 2025-07-08 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.72 | Will Alexandria Ocasio-Cortez win the 2028 US Presidential Election?(market prob: 8%) | polymarket 2025-07-08 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.72 | manifold 2026-06-01 | 246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis | Markets/Stocks | 79% | ||
| 0.72 | manifold 2026-06-02 | 247_006 Anthropic ARR will reach $100 billion by end of 2026 Peter Diamandis | AI | 50% | ||
| 0.72 | manifold 2026-06-03 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | ||
| 0.72 | arxiv 2026-06-04 | 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% | ||
| 0.72 | arxiv 2026-06-04 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.72 | arxiv 2026-06-04 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.72 | arxiv 2026-06-07 | 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% | ||
| 0.72 | arxiv 2026-06-09 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.72 | arxiv 2026-06-10 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.72 | manifold 2026-06-12 | 247_043 Humanoid robots will be utterly transformative for 2/3 of US services sector Alex Wissner-Gross | Robotics | 8% | ||
| 0.72 | Will Bitcoin reach $66,000 on June 14?(market prob: 30%) | polymarket 2026-06-14 | 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% | |
| 0.72 | manifold 2026-06-14 | 246_002 SpaceX 2026 revenue will double to $20 billion (from $16B in 2025). Peter Diamandis | Markets/Stocks | 38% | ||
| 0.72 | arxiv 2026-06-15 | IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt | Education | 48% | ||
| 0.72 | arxiv 2026-06-17 | AI_033 AI-powered mastery learning allows students to master traditional academics in merely 2 hours/day, achieving learning rates 2.3x faster than statistical models predict — freeing human educators to transition into 'Guides' focused on emotional support, ... MacKenzie Price | Education | 66% | ||
| 0.72 | arxiv 2026-06-17 | 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% | ||
| 0.72 | arxiv 2026-06-18 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.72 | arxiv 2026-06-17 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.72 | arxiv 2026-06-22 | 232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross | AI | 20% | ||
| 0.72 | arxiv 2026-06-21 | 232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross | AI | 20% | ||
| 0.72 | arxiv 2026-06-21 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.72 | arxiv 2026-06-23 | CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock | Robotics | 29% | ||
| 0.72 | arxiv 2026-06-23 | CMQ_044 Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting. Morgan Stanley | AI/Compute | 65% | ||
| 0.72 | arxiv 2026-06-24 | 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% | ||
| 0.72 | arxiv 2026-06-25 | 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% |