Validations Queue
95,758 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 285 of 417, 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 | |
|---|---|---|---|---|---|---|
| 0.66 | 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% | ||
| 0.66 | arxiv 2026-05-07 | 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% | ||
| 0.66 | 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% | ||
| 0.66 | arxiv 2026-05-07 | AUT_001 The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate execution — 5-agent organizational structures running continuously from a single node, with product applications generating substantial revenue within minutes of... Alex Finn | AI | 51% | ||
| 0.66 | 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% | ||
| 0.66 | arxiv 2026-05-07 | ROB_025 Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati... Peter Dannenberg | Biotech/Longevity | 70% | ||
| 0.66 | arxiv 2026-05-07 | CMQ_062 Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement. Alex Wissner-Gross | Quantum | 62% | ||
| 0.66 | 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% | ||
| 0.66 | 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 | 56% | ||
| 0.66 | arxiv 2026-05-07 | 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% | ||
| 0.66 | 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 | 56% | ||
| 0.66 | arxiv 2026-05-07 | AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross | AI | 59% | ||
| 0.66 | arxiv 2026-05-07 | 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% | ||
| 0.66 | arxiv 2026-05-07 | 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% | ||
| 0.66 | arxiv 2026-05-07 | S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030 | robotaxi_deployment | 30% | ||
| 0.66 | 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% | ||
| 0.66 | arxiv 2026-05-07 | CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn | Consumer | 44% | ||
| 0.66 | arxiv 2026-05-07 | AI_006 True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro... Andrej Karpathy | AI | 38% | ||
| 0.66 | 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% | ||
| 0.66 | Will the price of Bitcoin be above $74,000 on May 10?(market prob: 100%) | polymarket 2026-05-03 | 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% | |
| 0.66 | Will Elon Musk post 40-59 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | S_MARS_2026 Mars uncrewed: 2026 transfer window | mars_uncrewed_landing | 25% | |
| 0.66 | Will Elon Musk post 200-219 tweets from May 5 to May 12, 2026?(market prob: 0%) | polymarket 2026-05-02 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 40-59 tweets from May 8 to May 15, 2026?(market prob: 1%) | polymarket 2026-05-05 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 80-99 tweets from May 8 to May 15, 2026?(market prob: 14%) | polymarket 2026-05-05 | 248_009 Elon Musk's economy will grow 10x in about 10 years. Elon Musk | Macro/Economy | 37% | |
| 0.66 | Will Elon Musk post 20-39 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will the price of Bitcoin be above $82,000 on May 11?(market prob: 18%) | polymarket 2026-05-04 | 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% | |
| 0.66 | Will a rover from Earth land on the planet Venus by EOY 2051?(market prob: 68%) | manifold 2026-05-09 | COD_SPC_007 NASA ESCAPADE arrives at Mars in fall 2027 after 2026 Earth gravity assist Codex Research Pack | Space | 43% | |
| 0.66 | Will Elon Musk post 400-419 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 120-139 tweets from May 8 to May 15, 2026?(market prob: 58%) | polymarket 2026-05-05 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.66 | Will Elon Musk post 160-179 tweets from May 8 to May 15, 2026?(market prob: 6%) | polymarket 2026-05-05 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 200-219 tweets from May 8 to May 15, 2026?(market prob: 0%) | polymarket 2026-05-05 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 115-139 tweets from May 11 to May 13, 2026?(market prob: 0%) | polymarket 2026-05-09 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | Will Elon Musk post 360-379 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.66 | Will Elon Musk post 340-359 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 220-239 tweets from May 8 to May 15, 2026?(market prob: 0%) | polymarket 2026-05-05 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 320-339 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.66 | Will SPY close above $737.62 on Friday, May 15, 2026?(market prob: 99%) | manifold 2026-05-12 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.66 | Will Elon Musk post 60-79 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will the price of Bitcoin be above $70,000 on May 15?(market prob: 100%) | polymarket 2026-05-08 | 231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail | Crypto | 48% | |
| 0.66 | Will Polymarket launch its official token in 2026?(market prob: 45%) | manifold 2026-05-13 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | arxiv 2026-05-12 | 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% | ||
| 0.66 | arxiv 2026-05-12 | 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% | ||
| 0.66 | arxiv 2026-05-12 | 248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross | Markets/Stocks | 42% | ||
| 0.66 | arxiv 2026-05-12 | 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% | ||
| 0.66 | arxiv 2026-05-12 | SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba | AI/Hardware | 71% | ||
| 0.66 | arxiv 2026-05-12 | 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% | ||
| 0.66 | arxiv 2026-05-12 | 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% | ||
| 0.66 | arxiv 2026-05-12 | 240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman | AI | 41% | ||
| 0.66 | arxiv 2026-05-12 | SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin | AI/Architecture | 65% | ||
| 0.66 | polymarket 2026-05-04 | 241_042 Post-tragedy, global leaders (US, China) will convene on AI governance Eric Schmidt | Geopolitics | 44% |