Validations Queue
80,311 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 139 of 353, 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 | |
|---|---|---|---|---|---|---|
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | 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% | ||
| 0.68 | arxiv 2026-06-18 | ROB_026 Autonomous AI agents will execute multi-stage cyberattacks at machine speeds far surpassing the defensive capabilities of human security teams — bad actors will utilize the same multi-agent paradigms that enable legitimate corporate organizations, targ... Alex Finn | Defense | 77% | ||
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | 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% | ||
| 0.68 | arxiv 2026-06-17 | SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin | AI/Architecture | 65% | ||
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | arxiv 2026-06-18 | 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% | ||
| 0.68 | Will the price of Bitcoin be above $60,000 on June 22?(market prob: 99%) | polymarket 2026-06-15 | 231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail | Crypto | 48% | |
| 0.68 | Will the US attack European AI/compute providers before 2035?(market prob: 23%) | manifold 2026-06-21 | S_COMPUTE_100GW_2030 Compute: 100GW national-scale by Dec 2030 | compute_scale | 20% | |
| 0.68 | Will Elon Musk post 140-159 tweets from April 24 to May 1, 2026?(market prob: 0%) | polymarket 2026-04-21 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.68 | Will Elon Musk post 160-179 tweets from April 24 to May 1, 2026?(market prob: 11%) | polymarket 2026-04-21 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.68 | Will Elon Musk post 360-379 tweets from April 24 to May 1, 2026?(market prob: 0%) | polymarket 2026-04-21 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.68 | Will Elon Musk post 160-179 tweets from April 28 to May 5, 2026?(market prob: 43%) | polymarket 2026-04-25 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.68 | Will Elon Musk post 20-39 tweets from April 28 to May 5, 2026?(market prob: 0%) | polymarket 2026-04-25 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.68 | gdelt 2026-04-30 | TK04 Macro Recession 2026-27 (Structural Deleveraging) | — | 25% | ||
| 0.68 | gdelt 2026-04-30 | 240_001 NVIDIA to reach at least $1 trillion in bookings/revenue through 2027 Jensen Huang | Markets/Stocks | 78% | ||
| 0.68 | gdelt 2026-04-30 | 241_015 Google and Nvidia will both do incredibly well due to TPU/GPU positioning Eric Schmidt | Markets/Stocks | 51% | ||
| 0.68 | Will Elon Musk post 1000-1039 tweets in April 2026?(market prob: 0%) | polymarket 2026-02-24 | 248_009 Elon Musk's economy will grow 10x in about 10 years. Elon Musk | Macro/Economy | 37% | |
| 0.68 | Will Tom Brady 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% | |
| 0.68 | Will Tim Walz win the 2028 Democratic presidential nomination?(market prob: 1%) | polymarket 2025-07-03 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.68 | manifold 2026-05-01 | 242_034 AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x) Chamath Palihapitiya | Markets/Stocks | 38% | ||
| 0.68 | manifold 2026-05-01 | 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% | ||
| 0.68 | Will Nikki Haley 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% | |
| 0.68 | manifold 2026-05-02 | 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% | ||
| 0.68 | manifold 2026-05-02 | AI_004 AI will be 'smarter than the smartest human' by 2026, driven by fully automated recursive self-improvement loops compounding cognitive gains without human intervention. Elon Musk | AI | 13% | ||
| 0.68 | Humans have consciousness [Convince the Machine #3](market prob: 98%) | manifold 2026-05-03 | 230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross | AI | 43% | |
| 0.68 | Will Bitcoin reach $90,000 by December 31, 2026?(market prob: 28%) | polymarket 2026-02-06 | 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% | |
| 0.68 | Will Josh Shapiro win the 2028 Democratic presidential nomination?(market prob: 5%) | polymarket 2025-07-03 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.68 | MicroStrategy sells any Bitcoin by June 30, 2026?(market prob: 71%) | polymarket 2025-11-19 | 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% | |
| 0.68 | polymarket 2025-07-10 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | ||
| 0.68 | FDA NDA216403: FILSPARI (SPARSENTAN) — TRAVERE | fda 2026-04-13 | COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack | Biotech/Longevity | 47% | |
| 0.68 | FDA ANDA220221: VERICIGUAT (VERICIGUAT) — TORRENT PHARMACEUTICALS 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% | |
| 0.68 | github_release 2026-02-18 | 231_001 Anthropic model family is closest to embodying the singularity and recursive self-improvement today. Alex Wissner-Gross | AI | 41% | ||
| 0.68 | 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% | ||
| 0.68 | arxiv 2026-05-05 | 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% | ||
| 0.68 | arxiv 2026-05-05 | 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% | ||
| 0.68 | arxiv 2026-05-04 | 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% | ||
| 0.68 | arxiv 2026-05-04 | 229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock | AI | 35% | ||
| 0.68 | 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% | ||
| 0.68 | arxiv 2026-05-05 | SPC_015 AI will continuously analyze orbital trajectories of active satellites and space debris to predict collisions with superhuman accuracy — upon identifying collision risks, AI systems will autonomously command satellite Hall-effect thrusters to adjust or... Andrej Karpathy | Space | 72% | ||
| 0.68 | 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% | ||
| 0.68 | arxiv 2026-05-04 | 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% | ||
| 0.68 | arxiv 2026-05-04 | 241_019 AI scaling laws have not hit an asymptote yet Eric Schmidt | AI | 51% | ||
| 0.68 | arxiv 2026-05-04 | 238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross | AI | 42% | ||
| 0.68 | arxiv 2026-05-04 | 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% | ||
| 0.68 | 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% |