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 33 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 2026-06-21 | 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 2026-06-21 | 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 | 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 2026-06-25 | 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 Bitcoin reach $66,000 June 22-28?(market prob: 0%) | polymarket 2026-06-22 | 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 2026-06-28 | 247_043 Humanoid robots will be utterly transformative for 2/3 of US services sector Alex Wissner-Gross | Robotics | 8% | ||
| 0.72 | arxiv 2026-06-29 | 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 2026-06-29 | CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil | AI | 63% | ||
| 0.72 | arxiv 2026-06-29 | CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil | AI | 63% | ||
| 0.72 | Will the S&P500 be within 1% of all time high at the end of July 2026?(market prob: 53%) | manifold 2026-07-01 | 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 | manifold 2026-06-28 | 232_013 Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity. Jimmy Ba | AI | 47% | ||
| 0.72 | Will Berkshire Hathaway outperform S&P 500 in Q3 2026?(market prob: 67%) | manifold 2026-07-02 | 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 | 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 | arxiv 2026-07-02 | 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 2026-07-05 | 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 2026-07-05 | 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 | Will Michelle Obama 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 Jon Ossoff win the 2028 US Presidential Election?(market prob: 7%) | polymarket 2025-07-08 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.72 | Will Elon Musk 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 | arxiv 2026-05-04 | 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 2026-05-04 | 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 announce a consumer hardware product in 2026?(market prob: 13%) | manifold 2026-05-08 | 247_006 Anthropic ARR will reach $100 billion by end of 2026 Peter Diamandis | AI | 50% | |
| 0.72 | arxiv 2026-05-07 | AUT_014 Most profound impacts of autonomous AI originate NOT from closed proprietary models within multi-billion-dollar corporate data centers, but from globally distributed open-source models — open-weight parity with frontier systems enables any individual o... Emad Mostaque | AI | 53% | ||
| 0.72 | arxiv 2026-05-07 | 235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross | AI | 35% | ||
| 0.72 | arxiv 2026-05-13 | 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 2026-05-14 | 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 | manifold 2026-05-18 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | ||
| 0.72 | manifold 2026-05-28 | INF_044 US total energy consumption will rise by approximately 10% over the next decade — the largest sustained-growth period since mid-20th-century industrialization — driven by AI data centers, electrification of transport, and reindustrialization. Morgan Stanley | Energy | 48% | ||
| 0.72 | Will SpaceX outperform the S&P 500 over the 2 years following its IPO?(market prob: 44%) | manifold 2026-06-03 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.72 | arxiv 2026-06-03 | CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel | AI/Compute | 92% | ||
| 0.72 | arxiv 2026-06-05 | 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 2026-06-09 | 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 | manifold 2026-06-12 | ROB_008 Humanoid robotics market will reach $5 trillion by 2050 (excluding massive secondary supply chains for repair/maintenance/support). Nearly 1 billion humanoid robots operating globally by 2050, 90% used for industrial/commercial purposes vs domestic — m... Morgan Stanley | Robotics | 37% | ||
| 0.72 | arxiv 2026-06-11 | 232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross | AI | 20% | ||
| 0.72 | arxiv 2026-06-11 | 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 OpenAI publicly release a GPT-5.6 model by August 31, 2026?(market prob: 93%) | manifold 2026-06-15 | 234_018 GPT-5.3 and 5.5 or higher variants could launch in next 10 weeks Alex Wissner-Gross | AI | 38% | |
| 0.72 | arxiv 2026-06-15 | 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 | Will Bitcoin close above $150,000 on December 31, 2026?(market prob: 3%) | manifold 2026-06-18 | 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 2026-06-18 | 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 the price of Bitcoin be above $62,000 on June 21?(market prob: 98%) | 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 2026-06-21 | SPC_012 SpaceX will perfect orbital refueling architectures by 2027 — the critical prerequisite for future Mars missions, enabling Starship depot-based beyond-LEO operations. Peter Diamandis | Space | 41% | ||
| 0.72 | arxiv 2026-06-22 | 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 | arxiv 2026-06-23 | 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 2026-06-22 | CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor | Crypto | 26% | ||
| 0.72 | arxiv 2026-06-24 | AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner | AI | 49% | ||
| 0.72 | manifold 2026-06-26 | ROB_023 SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. Gwynne Shotwell | Space | 58% | ||
| 0.72 | arxiv 2026-06-25 | 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 2026-06-24 | CMQ_032 Exponential collapse in cost of intelligence shifts the primary economic bottleneck of human progress away from human cognition and toward computational throughput. Alex Wissner-Gross | Macro/Economy | 75% | ||
| 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 | manifold 2026-06-26 | 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% |