Validations Queue

116,327 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 479 of 508, 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)

116,327

Reviewed

Filtered

25,367

page 479 / 508

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (116327)arxiv (55579)codex_research_pack (134)edgar_8k (3786)fda (5475)gdelt (1218)github_release (3357)manifold (11164)polymarket (35614)

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
0.65	Will there be a new war by the 1 of July 2026?(market prob: 22%)	manifold 2026-06-21	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	Will the price of Bitcoin be above $62,000 on June 23?(market prob: 97%)	polymarket 2026-06-16	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 Elon Musk post 120-139 tweets from June 19 to June 26, 2026?(market prob: 1%)	polymarket 2026-06-16	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%
0.65	Will Elon Musk post 280-299 tweets from June 19 to June 26, 2026?(market prob: 3%)	polymarket 2026-06-16	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.65	Will Bitcoin be exactly higher 7 days from now?(market prob: 31%)	manifold 2026-06-23	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	29%
0.65	Tapered Language Models	arxiv 2026-06-22	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.65	Causal Discovery in the Era of Agents	arxiv 2026-06-22	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.65	War in the Abstract: The Rise and Consequences of Militarized Language in Scientific Communication	arxiv 2026-06-22	230_027 We are in an intelligence revolution — a war on scarce human attention — weapon is the token. Alex Wissner-Gross	AI	43%
0.65	When Does Intrinsic Self-Correction Help? A Task-Sensitive Analysis	arxiv 2026-06-22	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%
0.65	Memory Contagion: Cross-Temporal Propagation of Evaluator Bias via Agent Memory	arxiv 2026-06-22	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	DART: Draft-Agreement Routing for Training-Free Adaptive Thinking Budgets in Hybrid Reasoning Models	arxiv 2026-06-22	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	Joint Air Traffic Flow and Capacity Management via Answer Set Programming	arxiv 2026-06-22	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.65	Finding the Evidence: Discovering Decision-Supporting Tokens for On-Policy Reasoning Distillation	arxiv 2026-06-22	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	Libretto: Giving LLM Agents a Sense of Musical Structure	arxiv 2026-06-21	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%
0.65	AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent	arxiv 2026-06-21	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	AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent	arxiv 2026-06-21	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	Federated Learning for Global Carbon Emission Forecasting: A Hybrid Time-Series Approach with Statistical and Neural Models	arxiv 2026-06-21	INF_021 AI data centers are the 'steel mills of the 21st century' — humanity will miss near-term climate-change mitigation goals, with the bet that a sufficiently capable AI later solves the climate crisis retroactively. Eric Schmidt	Energy	47%
0.65	Not All Claims Are Equally Risky: FACTOR for Adaptive Verification in Factual Long-Form Generation	arxiv 2026-06-21	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	Sublinearly Structured Deep Neural Networks Achieve Feature Learning Consistency for Compositional Functions	arxiv 2026-06-22	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	Sublinearly Structured Deep Neural Networks Achieve Feature Learning Consistency for Compositional Functions	arxiv 2026-06-22	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	FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation	arxiv 2026-06-22	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	FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation	arxiv 2026-06-22	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	Convergence of Gradient Descent for General Neural Network Architectures Beyond the NTK Regime	arxiv 2026-06-22	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%
0.65	Escaping the Variance Trap: Jacobian-Free Dynamics for Root-Finding Bilevel Optimization	arxiv 2026-06-21	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%
0.65	Knowledge-Graph Grounding Helps LLMs Only for Out-of-Training Knowledge: A Controlled Study on Clinical Question Answering	arxiv 2026-06-21	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	When Robots Rate Their Own Interactions: Engagement Validity and the Strangeness Failure	arxiv 2026-06-22	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	PanoVine: Whole-Body Visuomotor Control for Soft Growing Vine Robot	arxiv 2026-06-22	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	Any-Body Guard: Universal Safeguarding for Manipulation Policies via Action Masking	arxiv 2026-06-21	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	Will Elon Musk post 120-139 tweets from June 23 to June 30, 2026?(market prob: 0%)	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%
0.65	Will the price of Bitcoin be above $52,000 on June 25?(market prob: 100%)	polymarket 2026-06-18	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	GPT-5.6 released by July 13?(market prob: 65%)	manifold 2026-06-24	CMQ_013 A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher. Leopold Aschenbrenner	AI	40%
0.65	Grad Detect: Gradient-Based Hallucination Detection in LLMs	arxiv 2026-06-23	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	Scaling Laws for Task-Specific LLM Distillation	arxiv 2026-06-23	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	Uncertainty-Aware Longitudinal Forecasting of Alzheimer's Disease Progression Using Deep Learning	arxiv 2026-06-23	CMQ_006 Expert-level AI applied to biology/medicine will yield cures for cancer and Alzheimer's within 5-10 years, compressing a century of progress into a decade. Dario Amodei	Biotech/Longevity	36%
0.65	Quant Convergence: Bridging Classical Value Investing and Modern Factor Models for Systematic Equity Selection	arxiv 2026-06-23	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%
0.65	A specialized reasoning large language model for accelerating rare disease diagnosis: a randomized AI physician assistance trial	arxiv 2026-06-23	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	Navigating User Behavior toward Personalized Multimodal Generation	arxiv 2026-06-23	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.65	Lightweight Transformer Models for On-Device Fault Detection: A Benchmark Study on Resource-Constrained Deployment	arxiv 2026-06-23	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.65	Exploring Academic Influence of Algorithms by Co-occurrence Network Based on Full-text of Academic Papers	arxiv 2026-06-23	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	Safe and Generalizable Hierarchical Multi-Agent RL via Constraint Manifold Control	arxiv 2026-06-22	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%
0.65	Safe and Generalizable Hierarchical Multi-Agent RL via Constraint Manifold Control	arxiv 2026-06-22	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	RASC+: Retrieval-Constrained LLM Adjudication for Clinical Value Set Authoring	arxiv 2026-06-22	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	When Retrieval Metrics Mislead: Measuring Policy Signal in Long-Horizon Tool-Use Agents	arxiv 2026-06-22	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.65	Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors	arxiv 2026-06-22	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	Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors	arxiv 2026-06-22	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%
0.65	MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery	arxiv 2026-06-23	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	AGORA: An Archive-Grounded Benchmark for Agentic Workplace Document Reasoning	arxiv 2026-06-23	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%
0.65	Topological Online Learning for Displacement-based Formation Control	arxiv 2026-06-22	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%
0.65	Topological Online Learning for Displacement-based Formation Control	arxiv 2026-06-22	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	PanoVine: Whole-Body Visuomotor Control for Soft Growing Vine Robot	arxiv 2026-06-22	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%