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111,300 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 42 of 2062, 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
0.71	AI Coaching for Accelerating Human Skill Development with Reinforcement Learning	arxiv 2026-06-24	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%
0.71	The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing	arxiv 2026-06-23	CMQ_009 Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity. Demis Hassabis	AI	60%
0.71	Towards Scalable Multi-Task Reinforcement Learning with Large Decision Models	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%
0.71	Will GPT 5.6 Sol be available at 700+ tok/s on Cerebras when released to the public?(market prob: 25%)	manifold 2026-06-26	234_018 GPT-5.3 and 5.5 or higher variants could launch in next 10 weeks Alex Wissner-Gross	AI	38%
0.71	The Capability Frontier: Benchmarks Miss 82% of Model Performance	arxiv 2026-06-25	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%
0.71	EGG: An Expert-Guided Agent Framework for Kernel Generation	arxiv 2026-06-25	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%
0.71	EGG: An Expert-Guided Agent Framework for Kernel Generation	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%
0.71	WatchAct: A Benchmark for Behavior-Grounded Robot Manipulation	arxiv 2026-06-24	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%
0.71	AXLE: A Cloud Infrastructure for Lean 4 Theorem Proving Utilities	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%
0.71	Governing Actions, Not Agents: Institutional Attestation as a Governance Model for Autonomous AI Systems	arxiv 2026-06-24	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%
0.71	Will the price of Bitcoin be above $62,000 on June 29?(market prob: 7%)	polymarket 2026-06-22	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%
0.71	Always-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents	arxiv 2026-06-29	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%
0.71	Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration	arxiv 2026-06-29	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	33%
0.71	Neural Procedural Memory: Empowering LLM Agents with Implicit Activation Steering	arxiv 2026-06-29	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%
0.71	Building Multi-Task Agentic LLMs via Two-Phase Distillation	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%
0.71	Will Bitcoin reach $62,500 in July?(market prob: 89%)	polymarket 2026-07-01	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%
0.71	Will OpenAI keep the Sora/Videos API available past September 24, 2026?(market prob: 8%)	manifold 2026-07-01	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.71	WattGPU: Predicting Inference Power and Latency on Unseen GPUs and LLMs	arxiv 2026-07-02	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%
0.71	Will the price of Bitcoin be above $68,000 on July 6?(market prob: 0%)	polymarket 2026-06-29	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%
0.71	Will the price of Bitcoin be above $64,000 on July 6?(market prob: 18%)	polymarket 2026-06-29	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%
0.71	Will Bitcoin reach $72,000 July 6-12?(market prob: 3%)	polymarket 2026-07-06	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%
0.71	VLA Grounder: Language-Conditioning Space Optimization for Black-Box VLA Models	arxiv 2026-07-05	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%
0.71	☀️What will happen in June 2026? [ADD RESPONSES]	manifold 2026-05-01	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.71	Will Bitcoin reach $95,000 in May?(market prob: 0%)	polymarket 2026-05-01	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%
0.71	On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length	arxiv 2026-05-04	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%
0.71	Beyond Specialization: Robust Reinforcement Learning Navigation via Procedural Map Generators	arxiv 2026-05-04	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%
0.71	When will global population peak?	manifold 2026-05-06	242_023 World will have 10x more wealth around 2034-2036 Dave Blundin	Macro/Economy	34%
0.71	Storage Is Not Memory: A Retrieval-Centered Architecture for Agent Recall	arxiv 2026-05-06	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%
0.71	Ex Ante Evaluation of AI-Induced Idea Diversity Collapse	arxiv 2026-05-07	CMQ_032 Exponential collapse in cost of intelligence shifts the primary economic bottleneck of human progress away from human cognition and toward computational throughput. Alex Wissner-Gross	Macro/Economy	75%
0.71	Human-AI Co-Evolution and Epistemic Collapse: A Dynamical Systems Perspective	arxiv 2026-05-07	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.71	Human-AI Co-Evolution and Epistemic Collapse: A Dynamical Systems Perspective	arxiv 2026-05-07	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%
0.71	Agentic, Context-Aware Risk Intelligence in the Internet of Value	arxiv 2026-05-07	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%
0.71	Multi-Robot Coordination in V2X Environments	arxiv 2026-05-07	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.71	Will Bitcoin reach $82,000 on May 10?(market prob: 14%)	polymarket 2026-05-10	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%
0.71	Will OpenAI broadly release a dedicated Cyber model to Trusted Access users by Sep 30, 2026?(market prob: 68%)	manifold 2026-05-14	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%
0.71	Will Bitcoin reach $82,000 May 25-31?(market prob: 0%)	polymarket 2026-05-25	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%
0.71	Physics Is All You Need? A Case Study in Physicist-Supervised AI Development of Scientific Software	arxiv 2026-05-28	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%
0.71	RoboWits: Unexpected Challenges for Robotic Creative Problem Solving	arxiv 2026-05-28	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%
0.71	Gram: Assessing sabotage propensities via automated alignment auditing	arxiv 2026-05-28	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%
0.71	Will OpenAI have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.71	Algorithmic algorithm development with LLMs: A Case Study on LLM-Usage for Contraction Order Optimization in Tensor Networks	arxiv 2026-06-01	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%
0.71	Collaborative Space Object Detection with Multi-Satellite Viewpoints in LEO Constellations	arxiv 2026-06-01	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.71	CRAM: Centroid-Routing and Adaptive MoE for Multimodal Continual Instruction Tuning	arxiv 2026-06-01	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%
0.71	MiCU: End-to-End Smart Home Command Understanding with Large Language Model	arxiv 2026-05-31	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%
0.71	Will a Claude Mythos model be released by June 15, 2026?(market prob: 36%)	polymarket 2026-05-28	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.71	LLM Self-Recognition: Steering and Retrieving Activation Signatures	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%
0.71	Do More Agents Help? Controlled and Protocol-Aligned Evaluation of LLM Agent Workflows	arxiv 2026-06-04	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%
0.71	From Prediction to Self: Developmental Conditions for Agency in Minimal Neural Systems	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%
0.71	What milestones will Artemis 3 achieve?	manifold 2026-06-09	246_012 Artemis 3 crewed mission to low earth orbit in 2027 (rendezvous/docking tests). Peter Diamandis	Space	11%
0.71	Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human	arxiv 2026-06-08	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%