Validations Queue
64,690 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 39 of 279, 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 | |
|---|---|---|---|---|---|---|
| 0.70 | arxiv 2026-06-08 | AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price | Education | 49% | ||
| 0.70 | arxiv 2026-06-08 | 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% | ||
| 0.70 | arxiv 2026-06-08 | 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% | ||
| 0.70 | 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% | ||
| 0.70 | Will the price of Bitcoin be above $66,000 on June 11?(market prob: 0%) | polymarket 2026-06-04 | 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 2026-06-09 | 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% | ||
| 0.70 | arxiv 2026-06-09 | 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% | ||
| 0.70 | arxiv 2026-06-09 | 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% | ||
| 0.70 | arxiv 2026-06-09 | 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% | ||
| 0.70 | 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% | ||
| 0.70 | arxiv 2026-06-09 | 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 | manifold 2026-06-09 | 232_005 Big enterprises will not reach total AI efficiency very fast. Ben Horowitz | Labor/Jobs | 42% | ||
| 0.70 | arxiv 2026-06-10 | 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 | 61% | ||
| 0.70 | 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% | ||
| 0.70 | Will the price of Bitcoin be above $52,000 on June 13?(market prob: 100%) | polymarket 2026-06-06 | 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 | manifold 2026-06-12 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.70 | arxiv 2026-06-11 | 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 2026-06-11 | 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 | 61% | ||
| 0.70 | arxiv 2026-06-11 | 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 2026-06-11 | 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% | ||
| 0.70 | manifold 2026-06-13 | CYB_029 Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,... Anthropic | AI | 80% | ||
| 0.70 | Will the US confirm that aliens exist before 2027?(market prob: 10%) | polymarket 2025-11-25 | 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% | |
| 0.70 | Will Bitcoin reach $90,000 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 | Will OpenAI have the best AI model at the end of April 2026?(market prob: 0%) | polymarket 2026-03-20 | 248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin | AI | 49% | |
| 0.70 | Biotech creates a technology rivaling AI(market prob: 22%) | manifold 2026-04-25 | IND_020 Massive 'rerating' of Biotech industry — by 2026, generative biology achieves its 'De Novo' moment where an AI-designed drug candidate triggers multi-billion-dollar partnerships; AI expands Total Addressable Market (TAM) of gene editing by 100x, moving... Morgan Stanley | Biotech/Longevity | 36% | |
| 0.70 | Will SpaceX IPO before Bitcoin hits $100K again?(market prob: 79%) | manifold 2026-04-23 | 242_007 Prediction markets favor $2T+ SpaceX IPO pricing in Terafab value Prediction markets | Markets/Stocks | 45% | |
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | gdelt 2026-04-30 | 247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross | AI | 32% | ||
| 0.70 | Humanoid robot walking around me within three years?(market prob: 43%) | manifold 2026-04-30 | 236_021 Optimus/humanoid robots to do trades work in 3 to 8 years (Elon's vision) Elon Musk | Robotics | 24% | |
| 0.70 | Will Bitcoin reach $85,000 in May?(market prob: 0%) | polymarket 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% | |
| 0.70 | manifold 2026-05-01 | 238_061 Massive social unrest / trough in 2026-2027, rebound in 2028 Dave Blundin | Macro/Economy | 50% | ||
| 0.70 | Bitcoin $67K in May?(market prob: 14%) | 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% | |
| 0.70 | Will Bitcoin reach $100,000 in May?(market prob: 1%) | polymarket 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% | |
| 0.70 | manifold 2026-05-01 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | ||
| 0.70 | github_release 2026-04-09 | 247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin | AI | 40% | ||
| 0.70 | arxiv 2026-05-05 | 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 2026-05-05 | CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt | Defense | 17% | ||
| 0.70 | arxiv 2026-05-05 | 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 | 61% | ||
| 0.70 | arxiv 2026-05-05 | 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% | ||
| 0.70 | 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% | ||
| 0.70 | 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 | 61% | ||
| 0.70 | arxiv 2026-05-05 | 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% |