Validations Queue
78,926 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 95 of 349, 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 | |
|---|---|---|---|---|---|---|
| 0.69 | arxiv 2026-06-18 | 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% | ||
| 0.69 | arxiv 2026-06-18 | IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...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% | ||
| 0.69 | arxiv 2026-06-18 | CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz | AI | 77% | ||
| 0.69 | 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% | ||
| 0.69 | arxiv 2026-06-18 | 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% | ||
| 0.69 | Will Elon Musk post 140-159 tweets from June 16 to June 23, 2026?(market prob: 1%) | polymarket 2026-06-13 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | Will the price of Bitcoin be above $82,000 on April 30?(market prob: 0%) | polymarket 2026-04-23 | 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% | |
| 0.69 | Will Elon Musk win the 2028 Republican presidential nomination?(market prob: 1%) | polymarket 2025-07-10 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.69 | Will the price of Bitcoin be above $78,000 on April 30?(market prob: 9%) | polymarket 2026-04-23 | 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% | |
| 0.69 | manifold 2026-04-29 | INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor | Crypto | 34% | ||
| 0.69 | Will Google DeepMind release Gemini 3.5 by July 31, 2026?(market prob: 73%) | manifold 2026-04-29 | AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis | AI | 38% | |
| 0.69 | manifold 2026-04-25 | 248_027 Religion economy (~$5 trillion) will grow tremendously due to AI chaos. Dave Blundin | Other | 39% | ||
| 0.69 | gdelt 2026-04-30 | TK04 Macro Recession 2026-27 (Structural Deleveraging) | — | 25% | ||
| 0.69 | gdelt 2026-04-30 | 238_027 OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW friction Alex Wissner-Gross | AI | 35% | ||
| 0.69 | Will the price of Bitcoin be above $84,000 on May 1?(market prob: 0%) | polymarket 2026-04-24 | 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% | |
| 0.69 | Will Meta have the best AI model at the end of May 2026?(market prob: 0%) | polymarket 2026-04-13 | 248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin | AI | 49% | |
| 0.69 | Will Elon Musk post 100-119 tweets from April 28 to May 5, 2026?(market prob: 0%) | polymarket 2026-04-25 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | Will Ted Cruz win the 2028 Republican presidential nomination?(market prob: 1%) | polymarket 2025-07-10 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.69 | Humanoid robot walking around me within three years?(market prob: 43%) | manifold 2026-04-30 | 229_023 First Figure robot in a customer's home expected 2027-2029 timeframe. Brett Adcock | Robotics | 38% | |
| 0.69 | Will the price of Bitcoin be above $70,000 on May 2?(market prob: 100%) | polymarket 2026-04-25 | 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% | |
| 0.69 | Will Elon Musk post <40 tweets from April 30 to May 2, 2026?(market prob: 6%) | polymarket 2026-04-27 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | Will the price of Bitcoin be above $84,000 on May 2?(market prob: 0%) | polymarket 2026-04-25 | 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% | |
| 0.69 | manifold 2026-05-01 | 238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross | AI | 35% | ||
| 0.69 | Will the price of Bitcoin be above $70,000 on May 3?(market prob: 100%) | 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% | |
| 0.69 | Will the price of Bitcoin be above $70,000 on May 5?(market prob: 100%) | polymarket 2026-04-28 | 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% | |
| 0.69 | Will Glenn Youngkin win the 2028 Republican presidential nomination?(market prob: 1%) | polymarket 2025-07-10 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.69 | Will Elon Musk post 140-164 tweets from May 2 to May 4, 2026?(market prob: 0%) | polymarket 2026-04-30 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | Will the price of Bitcoin be above $84,000 on May 5?(market prob: 1%) | polymarket 2026-04-28 | 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% | |
| 0.69 | Will Elon Musk post 20-39 tweets from May 8 to May 15, 2026?(market prob: 0%) | polymarket 2026-05-05 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | FDA ANDA212414: LENALIDOMIDE (LENALIDOMIDE) — HETERO LABS LTD V | fda 2026-04-27 | COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack | Biotech/Longevity | 47% | |
| 0.69 | Will the price of Bitcoin be above $80,000 on May 7?(market prob: 91%) | polymarket 2026-04-30 | 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% | |
| 0.69 | Will Elon Musk post 360-379 tweets from May 5 to May 12, 2026?(market prob: 0%) | polymarket 2026-05-02 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | Will SpaceX launch a rocket in the next 24h?(market prob: 99%) | manifold 2026-05-06 | 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% | |
| 0.69 | arxiv 2026-05-05 | 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% | ||
| 0.69 | arxiv 2026-05-05 | IND_002 Educational systems must pivot from teaching skill acquisition and execution to teaching orchestration of agentic swarms and discovery of purpose — value accrues to individuals who master AI orchestration over traditional knowledge work; rendering trad... Alex Finn | Education | 50% | ||
| 0.69 | 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% | ||
| 0.69 | arxiv 2026-05-05 | 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% | ||
| 0.69 | arxiv 2026-05-04 | 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% | ||
| 0.69 | arxiv 2026-05-05 | 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% | ||
| 0.69 | arxiv 2026-05-05 | 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% | ||
| 0.69 | arxiv 2026-05-04 | 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% | ||
| 0.69 | arxiv 2026-05-05 | INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi | AI | 61% | ||
| 0.69 | Will the price of Bitcoin be above $80,000 on May 8?(market prob: 42%) | 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% | |
| 0.69 | Will the price of Bitcoin be above $74,000 on May 8?(market prob: 100%) | 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% | |
| 0.69 | arxiv 2026-05-05 | 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% | ||
| 0.69 | Will Elon Musk post 300-319 tweets from May 5 to May 12, 2026?(market prob: 0%) | polymarket 2026-05-02 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.69 | Will the price of Bitcoin be above $80,000 on May 9?(market prob: 67%) | polymarket 2026-05-02 | 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% | |
| 0.69 | arxiv 2026-05-07 | 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% | ||
| 0.69 | arxiv 2026-05-07 | 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% | ||
| 0.69 | arxiv 2026-05-07 | AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba | AI | 65% |