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75,032 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 59 of 330, 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
0.70	A Framework for Graph-Conditioned Hierarchical Shapley Attribution in Patent Valuation	arxiv 2026-06-01	CYB_018 Figure AI valuation has eclipsed $39 billion by early 2026 — surpassing SpaceX's 2020 valuation — backed by concentrated collective capital of the AI hardware-software industry (Microsoft, NVIDIA, OpenAI), signaling industry-wide belief that humanoid r... Brett Adcock	Robotics	69%
0.70	Will the price of Bitcoin be above $76,000 on June 4?(market prob: 0%)	polymarket 2026-05-28	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 Bitcoin reach $67,500 in June?(market prob: 28%)	polymarket 2026-06-04	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	Largest IPO by market cap in 2026?	manifold 2026-06-05	S_IPO_TRILLION_2028 First $1T+ IPO in 2028	ipo_trillion_plus	25%
0.70	Humans' ALMANAC: A Human Collaboration Dataset of Action-Level Mental Model Annotations for Agent Collaboration	arxiv 2026-06-04	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	WorldFly: A World-Model-Based Vision-Language-Action Model for UAV Navigation	arxiv 2026-06-04	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	ADK Arena: Evaluating Agent Development Kits via LLM-as-a-Developer	arxiv 2026-06-04	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%
0.70	A prism hierarchy of learning regimes in large linear autoencoders	arxiv 2026-06-03	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.70	CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments	arxiv 2026-06-04	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	Large Language Models in K-12 Education: Alignment with State Curriculum Standards and Student Personas	arxiv 2026-06-03	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%
0.70	DexFuture: Hierarchical Future-State Visuomotor Targeting for Bimanual Dexterous Tool Use	arxiv 2026-06-04	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	Discrete-WAM: Unified Discrete Vision-Action Token Editing for World-Policy Learning	arxiv 2026-06-04	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	CADENCE: Predicting Realized MAPF Execution Time Beyond Sum of Costs	arxiv 2026-06-03	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 Bitcoin dip to $59,000 on June 6?(market prob: 7%)	polymarket 2026-06-06	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	Twelve quick tips for designing AI-driven HPC workflows	arxiv 2026-06-05	INF_049 Modern AI data centers are no longer server farms but "gigawatt factories"; energy — not silicon supply — has become the absolute primary bottleneck for AI scalability, and these concentrated power needs cannot be reliably connected to existing public ... Jensen Huang	Energy	50%
0.70	Declarative Skills for AI Agents in Knowledge-Grounded Tool-Use Workflows	arxiv 2026-06-05	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%
0.70	Declarative Skills for AI Agents in Knowledge-Grounded Tool-Use Workflows	arxiv 2026-06-05	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%
0.70	Sparsely gated tiny linear experts	arxiv 2026-06-05	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%
0.70	Breaking the Ice: Analyzing Cold Start Latency in vLLM	arxiv 2026-06-05	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 15, 2026?(market prob: 25%)	polymarket 2026-05-15	CMQ_001 By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks. Sam Altman	AI	45%
0.70	Harness Engineering for Physical AI: Robot Middleware Is the Harness Layer	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%
0.70	MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation	arxiv 2026-06-08	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%
0.70	SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance	arxiv 2026-06-08	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	Context Rot in AI-Assisted Software Development: Repurposing Documentation Consistency for AI Configuration Artifacts	arxiv 2026-06-08	AI_010 The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'. Andrej Karpathy	AI	90%
0.70	ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity	arxiv 2026-06-09	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%
0.70	Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation	arxiv 2026-06-09	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 Hybrid RAG for Evidence-Grounded Muon Collider 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%
0.70	Task Robustness via Re-Labelling Vision-Action Robot Data	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%
0.70	Divide-and-Conquer Modeling for the CTF-4-Science Lorenz Benchmark	arxiv 2026-06-08	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	Toward Generalist Autonomous Research via Hypothesis-Tree Refinement	arxiv 2026-06-10	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%
0.70	When Do Data-Driven Systems Exhibit the Capability to Infer?	arxiv 2026-06-10	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	61%
0.70	Will there be a drone emoji before 2032?(market prob: 51%)	manifold 2026-06-12	246_039 Autonomous vehicles/flying cars coming by 2028. Peter Diamandis	Auto/Transport	49%
0.70	Select and Improve: Understanding the Mechanics of Post-Training for Reasoning	arxiv 2026-06-11	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	The Illusion of Multi-Agent Advantage	arxiv 2026-06-11	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	61%
0.70	Benchmarking AI Agents for Addressing Scientific Challenges Across Scales	arxiv 2026-06-10	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.70	Understanding helpfulness and harmless tension in reward models	arxiv 2026-06-11	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%
0.70	Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models	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	Improving Robotic Generalist Policies via Flow Reversal Steering	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	Y-BotFrame: An Extensible Embodied Agent Framework for Quadruped Robot Assistants	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	RoboProcessBench: Benchmarking Process-Aware Understanding in Vision-Language Robotic 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	Will Anthropic legally challenge the US government directive to suspend access to Fable?(market prob: 33%)	manifold 2026-06-13	235_043 Anthropic may win legal challenge against Dept of War classification. Salim Ismail	Defense	36%
0.70	Will a government mandate restrict access to an OpenAI or xAI model on security or safety grounds before 2027?(market prob: 40%)	manifold 2026-06-13	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%
0.70	Will the US government restrict access to an OpenAI model in 2026?(market prob: 33%)	manifold 2026-06-13	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%
0.70	Will OpenAI's primary consumer AI product still be branded 'ChatGPT' on December 31, 2033?(market prob: 39%)	manifold 2026-06-15	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%
0.70	CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies	arxiv 2026-06-15	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%
0.70	From Tokens to Regions: CUDA-Sensitive Instruction Tuning for GPU Kernel Generation	arxiv 2026-06-15	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	LLM-Powered Virtual Population for Demand Simulation and Pricing	arxiv 2026-06-15	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%
0.70	Agent trajectories as programs: fingerprinting and programming coding-agent behavior	arxiv 2026-06-15	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	Can LLM Agents Infer World Models? Evidence from Agentic Automata Learning	arxiv 2026-06-15	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	SoK: Security and Privacy of Foundation-Model-Powered Robots	arxiv 2026-06-15	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	61%