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 448 of 2062, 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 | |
|---|---|---|---|---|---|---|
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-06 | 238_025 AI computer-use benchmarks (OSWorld, Tbench) have broken through human level Emad Mostaque | AI | 45% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-05 | AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy | AI | 87% | ||
| 0.65 | arxiv 2026-07-05 | IND_026 Non-coders and engineers alike must build for 'where the models are going, not where they are today' — 'this is the worst the models will ever be'. Next-generation models will 'eat your scaffolding for breakfast'; manual software configuration, standar... Kevin Weil | Labor/Jobs | 61% | ||
| 0.65 | arxiv 2026-07-05 | CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner | AI | 50% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | CMQ_046 Sustained memory contexts required for agent 'memory' will drive additional 15-45 exabytes of DRAM demand by 2027 — up to 77% of global supply. Morgan Stanley | Semis/Memory | 56% | ||
| 0.65 | arxiv 2026-07-06 | 238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross | AI | 35% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-06 | IND_003 Latency of medical truth actively collapsing — genomic sequencing for newborns in neonatal intensive care units (NICUs) reduced to a 4-hour window, effectively moving diagnostics from 'wait and see' paradigm to real-time intervention; convergence of ph... Alex Wissner-Gross | Biotech/Longevity | 46% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy | AI | 87% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-06 | 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% | ||
| 0.65 | arxiv 2026-07-05 | 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% | ||
| 0.65 | arxiv 2026-07-05 | S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030 | robotaxi_deployment | 30% | ||
| 0.65 | arxiv 2026-07-06 | 234_041 50% probability fundamental physics could be solved in the next few years Alex Wissner-Gross | Other | 39% | ||
| 0.65 | Will Andy Beshear win the 2028 Democratic presidential nomination?(market prob: 2%) | polymarket 2025-07-03 | 236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang | Geopolitics | 51% | |
| 0.65 | Will Tucker Carlson win the 2028 US Presidential Election?(market prob: 2%) | polymarket 2025-07-08 | 236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang | Geopolitics | 51% | |
| 0.65 | Will Andy Beshear win the 2028 US Presidential Election?(market prob: 1%) | polymarket 2025-07-08 | 236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang | Geopolitics | 51% | |
| 0.65 | manifold 2026-04-29 | FUT_009 Wars 2026-2031 pivot decisively from ideological struggles to brutal localized conflicts over critical physical inputs — specifically energy, copper, and agricultural fertilizers. Global geopolitical map fractures into highly regionalized spheres of in... Peter Zeihan | Geopolitics | 42% | ||
| 0.65 | manifold 2026-04-28 | SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin | AI/China | 45% | ||
| 0.65 | gdelt 2026-04-30 | SEM_028 Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs. Joseph Moore | Capital Markets | 55% | ||
| 0.65 | gdelt 2026-04-30 | 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% | ||
| 0.65 | gdelt 2026-04-30 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | ||
| 0.65 | Will Pete Buttigieg win the 2028 US Presidential Election?(market prob: 2%) | polymarket 2025-07-08 | 236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang | Geopolitics | 51% | |
| 0.65 | Will James Talarico win the 2028 Democratic presidential nomination?(market prob: 1%) | polymarket 2025-07-03 | 236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang | Geopolitics | 51% | |
| 0.65 | Will the price of Bitcoin be above $72,000 on May 2?(market prob: 100%) | polymarket 2026-04-25 | INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor | Crypto | 15% | |
| 0.65 | Will ClankerView get 100 paying users in 2026?(market prob: 20%) | manifold 2026-05-01 | 247_006 Anthropic ARR will reach $100 billion by end of 2026 Peter Diamandis | AI | 50% | |
| 0.65 | Bitcoin all time high by September 30, 2026?(market prob: 5%) | polymarket 2025-12-16 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.65 | polymarket 2026-04-16 | 246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis | Markets/Stocks | 79% | ||
| 0.65 | manifold 2026-05-03 | 238_005 By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free Alex Wissner-Gross | AI | 39% | ||
| 0.65 | Will MISO Indiana Hub 2028 day-ahead annual average exceed US$60/MWh?(market prob: 29%) | manifold 2026-05-04 | 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% | |
| 0.65 | Will the price of Bitcoin be above $76,000 on May 6?(market prob: 100%) | polymarket 2026-04-29 | INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor | Crypto | 15% | |
| 0.65 | Will the US strike 6 countries in 2026?(market prob: 0%) | polymarket 2025-11-12 | 235_006 By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent. Dave Blundin | AI | 50% | |
| 0.65 | Bitcoin Up or Down - May 5, 4:00PM-8:00PM ET(market prob: 39%) | polymarket 2026-05-04 | TK12 Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal) | — | 8% | |
| 0.65 | Will the price of Bitcoin be above $84,000 on May 6?(market prob: 2%) | polymarket 2026-04-29 | INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor | Crypto | 15% | |
| 0.65 | Will Bitcoin reach $83,000 on May 5?(market prob: 4%) | polymarket 2026-05-05 | 231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail | Crypto | 48% | |
| 0.65 | Hantavirus pandemic in 2026?(market prob: 2%) | polymarket 2026-05-04 | 236_047 New emotional pandemic of fear and anger coming Peter Diamandis | Macro/Economy | 55% | |
| 0.65 | Will Nikki Haley win the 2028 US Presidential Election?(market prob: 1%) | polymarket 2025-07-08 | 236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang | Geopolitics | 51% | |
| 0.65 | FDA ANDA215575: ANDA215575 ((unspecified)) — QILU PHARM HAINAN | fda 2026-04-15 | COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack | Biotech/Longevity | 47% | |
| 0.65 | FDA ANDA210386: CANAGLIFLOZIN (CANAGLIFLOZIN) — AUROBINDO PHARMA LTD | fda 2026-04-20 | COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack | Biotech/Longevity | 47% |