Validations Queue

78,926 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 90 of 1467, 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)

78,926

Reviewed

Filtered

73,332

page 90 / 1467

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (78926)arxiv (36176)codex_research_pack (134)edgar_8k (3041)fda (3230)gdelt (1218)github_release (3027)manifold (8505)polymarket (23595)

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
0.69	AetheRock: An Arm-Worn Robot Teaching System for Force-Guided Vision-Tactile Learning	arxiv 2026-06-08	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%
0.69	Back to the Familiar Future: Failure Recovery for VLA Policies via Pre-Imagined Milestone Selection	arxiv 2026-06-08	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%
0.69	Two Bridges, One Pathway: From VLMs to Generalizable VLAs with Embodied Trajectory-Coupled Data	arxiv 2026-06-07	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%
0.69	anthropics/anthropic-sdk-python v0.109.0	github_release 2026-06-09	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.69	Will Bitcoin dip to $59,000 on June 10?(market prob: 4%)	polymarket 2026-06-10	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%
0.69	ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity	arxiv 2026-06-09	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%
0.69	What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents	arxiv 2026-06-09	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.69	Beyond APIs: Probing the Limits of MLLMs in Physical Tool Use	arxiv 2026-06-09	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%
0.69	A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis	arxiv 2026-06-09	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%
0.69	VISTA: A Versatile Interactive User Simulation Toolkit for Agent Evaluation	arxiv 2026-06-09	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%
0.69	OpenRTLSet: A Fully Open-Source Dataset for Large Language Model-based Verilog Module Design	arxiv 2026-06-09	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	OMG: Omni-Modal Motion Generation for Generalist Humanoid Control	arxiv 2026-06-09	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%
0.69	Will the price of Bitcoin be above $58,000 on June 12?(market prob: 100%)	polymarket 2026-06-05	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%
0.69	Will the price of Bitcoin be above $70,000 on June 12?(market prob: 0%)	polymarket 2026-06-05	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%
0.69	A Five-Plane Reference Architecture for Runtime Governance of Production AI Agents	arxiv 2026-06-10	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.69	Bridging the Morphology Gap: Adapting VLA Models to Dexterous Manipulation via Intent-Conditioned Fine-Tuning	arxiv 2026-06-10	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%
0.69	Toward Generalist Autonomous Research via Hypothesis-Tree Refinement	arxiv 2026-06-10	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%
0.69	Can Open-Source LLM Agents Replace Static Application Security Testing Tools? An Empirical Assessment	arxiv 2026-06-10	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%
0.69	Are LLMs Bad at Moral Reasoning?	arxiv 2026-06-10	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%
0.69	AI Researchers Must Help Lead Arms Control to Mitigate Military AI Risks	arxiv 2026-06-10	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%
0.69	UniIntervene: Agentic Intervention for Efficient Real-World Reinforcement Learning	arxiv 2026-06-10	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%
0.69	Space-sampled Value Decay: Forgetting Mechanisms for Non-stationary Deep Reinforcement Learning	arxiv 2026-06-10	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%
0.69	Agent Skill Evaluation and Evolution: Frameworks and Benchmarks	arxiv 2026-06-09	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%
0.69	DrivingAgent: Design and Scheduling Agents for Autonomous Driving Systems	arxiv 2026-06-10	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%
0.69	A Three-Layer Framework for AI in Scientific Discovery	arxiv 2026-06-11	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%
0.69	Understanding the Rejection of Fixes Generated by Agentic Pull Requests -- Insights from the AIDev Dataset	arxiv 2026-06-11	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.69	Toward Instructions-as-Code: Understanding the Impact of Instruction Files on Agentic Pull Requests	arxiv 2026-06-11	234_017 OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks OpenAI Codex Lead	AI	41%
0.69	Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior	arxiv 2026-06-11	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%
0.69	Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior	arxiv 2026-06-11	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.69	Fantastic Scientific Agents and How to Build Them: AgentBuild for Rietveld Refinement	arxiv 2026-06-11	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	44%
0.69	EWAM: An Enhanced World Action Model for Closed-Loop Online Adaptation in Embodied Intelligence	arxiv 2026-06-10	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%
0.69	Pythagoras-Prover: Advancing Efficient Formal Proving via Augmented Lean Formalisation	arxiv 2026-06-10	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%
0.69	Smarter Saboteurs, Better Fixers: Scaling & Security in Linear Multi-Agent Workflows	arxiv 2026-06-10	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%
0.69	Recursive Agent Harnesses	arxiv 2026-06-11	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%
0.69	SPARC: Reliable Spatial Annotations from Robot Demonstrations at Scale	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%
0.69	SERF: Spatiotemporal Environment and Robot Feature Map for Long-Horizon Mobile Manipulation	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%
0.69	DrivingAgent: Design and Scheduling Agents for Autonomous Driving Systems	arxiv 2026-06-10	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%
0.69	SpaceX closes above $250 at end of month?(market prob: 5%)	manifold 2026-06-16	240_027 SpaceX and xAI will merge and go public in the next couple of months Peter Diamandis	Markets/Stocks	74%
0.69	CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies	arxiv 2026-06-15	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%
0.69	AI Pluralism and the Worlds It Misses	arxiv 2026-06-15	AUT_025 Per Deep Utopia (2024): successful deployment of highly capable autonomous systems will generate unintended consequences forcing complete reevaluation of human purpose, economics, justice — as AI solves material scarcity + physical labor constraints, h... Nick Bostrom	AI	40%
0.69	Orchestrated Reality: From Role-Play to Living, Playable Game Worlds -- LLM-Driven World Simulation as a Parameterized-Action POMDP	arxiv 2026-06-14	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%
0.69	Agentic Framework for Deep Learning workload migration via In-Context Learning	arxiv 2026-06-14	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%
0.69	Green SARC: Predictive Cost and Carbon Governance for Agentic AI Systems	arxiv 2026-06-14	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%
0.69	RetailBench: Benchmarking long horizon reasoning and coherent decision making of LLM agents in realistic retail environments	arxiv 2026-06-14	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%
0.69	Can LLM Coding Agents Reason About Time Series?	arxiv 2026-06-15	234_017 OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks OpenAI Codex Lead	AI	41%
0.69	Will Elon Musk post 260-279 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	The Measurement Gap in the Automation of EU Law: Benchmarking Doctrinal Legal Reasoning under the EU AI Act	arxiv 2026-06-16	COD_AI_003 EU AI Act GPAI enforcement powers begin on 2026-08-02 without a blanket delay Codex Research Pack	Geopolitics	40%
0.69	Your AI Travel Agent Would Book You a Bullfight: An Agentic Benchmark for Implicit Animal Welfare in Frontier AI Models	arxiv 2026-06-16	238_025 AI computer-use benchmarks (OSWorld, Tbench) have broken through human level Emad Mostaque	AI	45%
0.69	Knowledge Reutilization in Meta-Reinforcement Learning	arxiv 2026-06-16	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%
0.69	IsabeLLM: Automated Theorem Proving Applied to Formally Verifying Consensus	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%