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 80 of 2154, 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

107,674

page 80 / 2154

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
0.70	LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories	arxiv 2026-06-11	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%
0.70	A Quantitative Experimental Repeated Measures Study of Training Dynamics in a Small Llama Style Language Model Under a Compute-Aware Token Budget	arxiv 2026-06-11	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%
0.70	(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable	arxiv 2026-06-11	IND_027 Ongoing 'reasoning boom' where scientific software development operates on a '20-80 human split' — AI handles 80% of cognitive labor, humans handle 20%, driving recursive self-improvement timelines toward the Singularity; fundamental inversion from hum... Eric Schmidt	Labor/Jobs	42%
0.70	Fantastic Scientific Agents and How to Build Them: AgentBuild for Rietveld Refinement	arxiv 2026-06-11	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%
0.70	EWAM: An Enhanced World Action Model for Closed-Loop Online Adaptation in Embodied Intelligence	arxiv 2026-06-10	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%
0.70	Arbor: Tree Search as a Cognition Layer for Autonomous Agents	arxiv 2026-06-10	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%
0.70	See Selectively, Act Adaptively: Dual-Level Structural Decomposition for Bimanual Robot Manipulation	arxiv 2026-06-11	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%
0.70	When will Forecasting Bots beat the best Superforecasters	manifold 2026-06-13	SEM_038 Digital superintelligence (smarter than any human at anything) will arrive as early as 2025 or 2026. Elon Musk	AI/AGI	19%
0.70	How many crewed orbital space launches will there be in 2028?	manifold 2026-06-16	IND_016 By late 2026, SpaceX will launch a flotilla of approximately 5 uncrewed Starships to the Martian surface — success relies entirely on autonomous orbital refilling + AI-driven landing telemetry, proving precursor infrastructure for human colonization ca... Gwynne Shotwell	Space	27%
0.70	PATCH: Action-Chunk-Conditioned Latent Patch Innovation Monitoring for Robot Manipulation	arxiv 2026-06-15	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%
0.70	When Agent Automation Becomes Profitable: Quantifying and Insuring Autonomous AI Risk through Trace-Economic Underwriting	arxiv 2026-06-15	CYB_025 The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est... Ralph Losey	Other	77%
0.70	Do Safety Monitors Stay Reliable After an Update? Benchmarking and Predicting Activation-Monitor Staleness	arxiv 2026-06-14	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%
0.70	Towards Pareto-Optimal Tool-Integrated Agents with Pareto Ranking Policy Optimization	arxiv 2026-06-15	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%
0.70	Robots that Collaborate: Sequential Asymmetric Imitation for Learning Coupled Robot Policies	arxiv 2026-06-15	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%
0.70	Will SpaceX launch Starship Flight 13 on or before July 31, 2026?(market prob: 27%)	manifold 2026-06-17	COD_SPC_003 SpaceX completes large-scale Starship vehicle-to-vehicle cryogenic propellant transfer by end 2026 Codex Research Pack	Space	28%
0.70	Learning Red Agent Policy from Observations for Neurosymbolic Autonomous Cyber Agents	arxiv 2026-06-16	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%
0.70	PseudoBench: Measuring How Agentic Auto-Research Fuels Pseudoscience	arxiv 2026-06-16	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%
0.70	EBench: Elemental Diagnosis of Generalist Mobile Manipulation Policies	arxiv 2026-06-16	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%
0.70	Compute Efficiency and Serial Runtime Tradeoffs for Stochastic Momentum Methods	arxiv 2026-06-17	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%
0.70	Does VLA Even Know the Basics? Measuring Commonsense and World Knowledge Retention in Vision-Language-Action Models	arxiv 2026-06-17	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%
0.70	Detecting Hidden ML Training With Zero-Overhead Telemetry	arxiv 2026-06-17	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%
0.70	ToolChain-CRC: Conformal Risk Control for Agentic AI Under Retrieval and Tool-Use Drift	arxiv 2026-06-16	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%
0.70	TactSpace: Learning a Physics-enriched Shared Latent Space for Tactile Sim-to-Real Transfer	arxiv 2026-06-17	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%
0.70	Efficiently Representing Algorithms With Chain-of-Thought Transformers	arxiv 2026-06-18	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%
0.70	Deontic Policies for Runtime Governance of Agentic AI Systems	arxiv 2026-06-17	AI_037 EU AI Act compliance will become a first-class enterprise priority — Anthropic among first frontier labs positioning proactive regulatory governance as a competitive differentiator against hyperscaler peers. Daniella Amodei	Geopolitics	60%
0.70	A Model-Driven Approach for Developing Families of Reinforcement Learning Environments	arxiv 2026-06-18	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%
0.70	Low-Energy Reduced RISC-V Instruction Subset Processor for Tsetlin Machine Inference at the Edge	arxiv 2026-06-18	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%
0.70	GPT-5.6 released by June 30, 2026?(market prob: 1%)	polymarket 2026-04-27	234_018 GPT-5.3 and 5.5 or higher variants could launch in next 10 weeks Alex Wissner-Gross	AI	38%
0.70	GPT-5.6 released by June 30, 2026?(market prob: 1%)	polymarket 2026-04-27	AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis	AI	38%
0.70	Will the price of Bitcoin be above $70,000 on June 24?(market prob: 0%)	polymarket 2026-06-17	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%
0.70	Will I burnout by the end of 2026?(market prob: 24%)	manifold 2026-06-23	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.70	AIR: Adaptive Interleaved Reasoning with Code in MLLMs	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%
0.70	Towards a Bathroom-Centered Human-Building Digital Twin Framework for Indoor Safety Analysis	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%
0.70	Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies	arxiv 2026-06-22	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.70	MacAgentBench: Benchmarking AI Agents on Real-World macOS Desktop	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%
0.70	Mitigating Measurement-Induced Training Instability in Hybrid Quantum Neural Networks for Protein Classification	arxiv 2026-06-21	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%
0.70	Will the price of Bitcoin be above $60,000 on June 26?(market prob: 55%)	polymarket 2026-06-19	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%
0.70	On the Smallness of the Large Language Models Scaling Exponents	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%
0.70	Agentic AI for Bilevel Long-Term Optimization of Policy-Driven Physical Layer Systems	arxiv 2026-06-23	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%
0.70	Agentic AI for Bilevel Long-Term Optimization of Policy-Driven Physical Layer Systems	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%
0.70	Agentic evolution of physically constrained foundation models	arxiv 2026-06-24	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%
0.70	Cliff Tokens: Identifying Single-Token Failure Triggers in LLM Mathematical Reasoning	arxiv 2026-06-24	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%
0.70	Quantization Inflates Reasoning: Token Inflation as a Hidden Cost of Low-Bit Reasoning Models	arxiv 2026-06-24	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%
0.70	ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments	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%
0.70	Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It	arxiv 2026-06-24	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%
0.70	Real-Time Voice AI Hears but Does Not Listen	arxiv 2026-06-24	232_008 Real-time AI video generation will break any video/voice-based security mechanisms. Ben Horowitz	AI	46%
0.70	Will OpenAI have the best AI model at the end of July 2026?(market prob: 4%)	polymarket 2026-06-03	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.70	Adaptive Utility driven Resource Orchestration for Resilient AI (AURORA-AI)	arxiv 2026-06-25	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%
0.70	CyberChainBench: Can AI Agents Secure Smart Contracts Against Real-World On-Chain Vulnerabilities?	arxiv 2026-06-24	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.70	Cliff Tokens: Identifying Single-Token Failure Triggers in LLM Mathematical Reasoning	arxiv 2026-06-24	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%