Validations Queue

107,075 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 407 of 1984, 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.

Pending (total)

107,075

Reviewed

Filtered

99,159

page 407 / 1984

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (107075)arxiv (50087)codex_research_pack (134)edgar_8k (3601)fda (4940)gdelt (1218)github_release (3307)manifold (10642)polymarket (33146)

Page size

50 100 200 500

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.

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.66	MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models	arxiv 2026-06-23	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.66	Learning to Adapt: Reptile-D-Learning for Robust and Efficient Control Under Parametric Uncertainty	arxiv 2026-06-24	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.66	Will Elon Musk post 180-199 tweets from June 23 to June 30, 2026?(market prob: 8%)	polymarket 2026-06-20	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	AI Healthcare Chatbots as Information Infrastructure: A Large-Scale Study of User-Reported Breakdowns	arxiv 2026-06-25	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%
0.66	OpenRCA 2.0: From Outcome Labels to Causal Process Supervision	arxiv 2026-06-25	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	Inherited Circuits, Learned Semantics: How Fine-Tuning Creates Evasion Vulnerabilities Invisible to Standard Evaluation	arxiv 2026-06-25	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%
0.66	Where Do Models Find Happiness? Emotion Vectors in Open-Source LLMs	arxiv 2026-06-25	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%
0.66	From Hallucination to Grounding: Diagnosing Visual Spatial Intelligence via CRISP	arxiv 2026-06-25	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	Evaluation-Strategy Gap in Fault Diagnosis of Deep Learning Programs	arxiv 2026-06-25	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	AXLE: A Cloud Infrastructure for Lean 4 Theorem Proving Utilities	arxiv 2026-06-24	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.66	The Red Queen Gödel Machine: Co-Evolving Agents and Their Evaluators	arxiv 2026-06-24	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.66	How Good Can Linear Models Be for Time-Series Forecasting?	arxiv 2026-06-25	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Sample-efficient Transfer Reinforcement Learning via Adaptive Reward Shaping and Policy-Ratio Reweighting Strategy	arxiv 2026-06-25	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	Iran successfully targets shipping by June 30?(market prob: 99%)	polymarket 2026-06-25	TK06 China-Taiwan Military Conflict	—	8%
0.66	Will Bitcoin reach $62,000 on June 27?(market prob: 2%)	polymarket 2026-06-27	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.66	Will the price of Bitcoin be above $60,000 on June 28?(market prob: 60%)	polymarket 2026-06-21	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 240-259 tweets from June 23 to June 30, 2026?(market prob: 65%)	polymarket 2026-06-20	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Elon Musk post 120-139 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will the EU cease to exist within the next 10 years?(market prob: 20%)	manifold 2026-06-29	239_001 Global economy will be 10x its current size in 10 years Elon Musk	Macro/Economy	38%
0.66	Will X have a prediction market feature before 2030?(market prob: 76%)	manifold 2026-06-28	242_023 World will have 10x more wealth around 2034-2036 Dave Blundin	Macro/Economy	34%
0.66	Will the price of Bitcoin be above $50,000 on July 1?(market prob: 100%)	polymarket 2026-06-24	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 the price of Bitcoin be above $52,000 on July 1?(market prob: 100%)	polymarket 2026-06-24	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	Entity Binding Failures in Tool-Augmented Agents	arxiv 2026-06-29	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	Informational Frustration in Neural Manifolds: Shannon Bottlenecks and the Limits of Learnability	arxiv 2026-06-29	AI_016 The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs. Alex Wissner-Gross	AI	82%
0.66	Research Entity Extraction and Topic Detection from UKRI Grant Proposals	arxiv 2026-06-29	234_004 Mistral will emerge as a vertically integrated European OpenAI Alex Wissner-Gross	AI	35%
0.66	Beyond Drug Discovery: The Nanotechnology Molecular Optimization (NMO) Benchmark	arxiv 2026-06-29	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%
0.66	Structural Certification for Reliable Physical Design with Language Models	arxiv 2026-06-29	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.66	MuseBench: Benchmarking Intent-Level Audiovisual Arts Understanding in MLLMs	arxiv 2026-06-29	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	Bilevel Optimization for Neural Architecture Search	arxiv 2026-06-28	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	RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources	arxiv 2026-06-28	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%
0.66	Convergence of Continual Learning in Homogeneous Deep Networks	arxiv 2026-06-29	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%
0.66	Building Multi-Task Agentic LLMs via Two-Phase Distillation	arxiv 2026-06-29	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%
0.66	Heads, Not Backbones: Output Heads Dominate Architectures on Fat-Tailed Returns	arxiv 2026-06-29	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	Adaptive Financial Transformer with Regime-Gated Attention for Stock Return Prediction	arxiv 2026-06-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Adaptive Financial Transformer with Regime-Gated Attention for Stock Return Prediction	arxiv 2026-06-28	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	LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive Dashboard	arxiv 2026-06-29	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	How LLMs See Creativity: Zero-Shot Scoring of Visual Creativity with Interpretable Reasoning	arxiv 2026-06-29	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	Lateral String Stability for Vehicle Platoons	arxiv 2026-06-29	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	MTD-Map: Single-Stage Long-Term LiDAR Map Maintenance Framework via Mixture Transition Distribution	arxiv 2026-06-28	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	AnyBody: Free-Form Whole-Body Humanoid Control from Arbitrary Keypoint Guidance	arxiv 2026-06-28	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.66	Behavior Uncloning: Distilling Mode Redirection into Policy Weights without Inference-Time Steering	arxiv 2026-06-28	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	FDA ANDA091308: IMIQUIMOD (IMIQUIMOD) — APOTEX INC	fda 2026-06-24	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	When will we have an open-weights model on-par with Mythos/Fable	manifold 2026-07-01	246_048 Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run. Alex Wissner-Gross	AI	39%
0.66	SemRF: A Semantic Reference Frame for Residual-Stream Dynamics in Language Models	arxiv 2026-06-30	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	Review Residuals: Update-Conditioned Residual Gating for Transformers	arxiv 2026-06-30	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	On Optimal Data Splitting for Split Conformal Prediction	arxiv 2026-06-30	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	Deep Reinforcement Learning for Spacecraft Attitude Control During Atmospheric Re-Entry	arxiv 2026-06-30	SPC_021 Relativity Space will revolutionize manufacturing of atmospheric and orbital vehicles by layering AI/ML software with intelligent robotics — drastically reducing part counts and manufacturing latency via autonomous rocket-construction pipelines. Eric Schmidt	Space	45%
0.66	Behavior Cloning is Not All You Need: The Optimality of On-Policy Distillation for Noisy Expert Feedback	arxiv 2026-06-29	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	Will the price of Bitcoin be above $54,000 on July 3?(market prob: 100%)	polymarket 2026-06-26	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 Ethereum dip to $1,400 in July?(market prob: 23%)	polymarket 2026-07-01	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%