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83,930 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 148 of 1560, 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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Sim	Doc	Source	Pred	Domain	Prior
0.68	MusTBENCH: Benchmarking and Advancing Temporal Grounding in Music LLMs	arxiv 2026-05-28	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%
0.68	Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents	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%
0.68	DGSG-Mind: Dynamic 3D Gaussian Scene Graphs for Long-Term Scene Understanding and Grounding	arxiv 2026-05-28	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%
0.68	Learning to Feel Materials from Multisensory Tactile Data via Interpretable Models	arxiv 2026-05-28	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%
0.68	3DVLA: Enhancing Vision-Language-Action Models via 3D Spatial and Instance Understanding	arxiv 2026-05-28	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%
0.68	The Open Motion Planning Library 2.0	arxiv 2026-05-28	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%
0.68	Will Ethereum reach $2,200 May 25-31?(market prob: 0%)	polymarket 2026-05-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Bitcoin be higher than right now, exactly 7 days from now?(market prob: 4%)	manifold 2026-05-29	247_038 Bitcoin upgrade will come before quantum threat does (Saylor) Michael Saylor	Crypto	48%
0.68	Will Bitcoin reach $90,000 in June?(market prob: 0%)	polymarket 2026-06-01	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%
0.68	Will Amazon have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	242_056 AI models will become manager of entire economy, not just picking off mom/pop businesses Alex Wissner-Gross	Macro/Economy	25%
0.68	Network Distributed Multi-Agent Reinforcement Learning for Consensus Control of Quadcopters	arxiv 2026-06-01	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%
0.68	OctoT2I: A Self-Evolving Agentic Text-to-Image Router	arxiv 2026-06-01	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%
0.68	Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams	arxiv 2026-06-01	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%
0.68	Post-Deterministic Distributed Systems: A New Foundation for Trustworthy Autonomous Infrastructure	arxiv 2026-06-01	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%
0.68	Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning	arxiv 2026-06-01	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%
0.68	The Lie We Tell: Correcting the Euclidean Fallacy in Vision Language Action Policies via Score Matching on Tangent Space	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%
0.68	Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete	arxiv 2026-06-01	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Towards Lightweight Reliability: Using Soft Prompts for Hallucination Mitigation in Large Language Models	arxiv 2026-05-30	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%
0.68	Will Elon Musk post 400-419 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will China fly people to the moon before Chinese New Year 2028?(market prob: 36%)	manifold 2026-06-05	COD_SPC_002 The next US crewed lunar surface landing occurs on Artemis IV in 2028 Codex Research Pack	Space	22%
0.68	Will US unemployment exceed 5% in 2026?(market prob: 39%)	manifold 2026-06-04	INF_047 2026 US GDP growth will land in a robust 4.6%–6.2% range — driven primarily by AI-driven productivity gains and massive physical-infrastructure capex. Chamath Palihapitiya	Macro/Economy	31%
0.68	PC Layer: Polynomial Weight Preconditioning for Improving LLM Pre-Training	arxiv 2026-06-04	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%
0.68	Risk Assessment of Autonomous Driving: Integrating Technical Failures, Ethical Dilemmas, and Policy Frameworks	arxiv 2026-06-04	243_012 Liability costs will come down industry-wide with autonomous driving Dara Khosrowshahi	Auto/Transport	44%
0.68	Can LLMs Write Correct TLA+ Specifications? Evaluating Natural-Language-to-TLA+ Generation	arxiv 2026-06-04	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%
0.68	AdaMEM: Test-Time Adaptive Memory for Language Agents	arxiv 2026-06-04	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%
0.68	Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments	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%
0.68	Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments	arxiv 2026-06-04	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%
0.68	Streaming Communication in Multi-Agent Reasoning	arxiv 2026-06-03	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%
0.68	Agent Planning Benchmark: A Diagnostic Framework for Planning Capabilities in LLM Agents	arxiv 2026-06-03	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%
0.68	Rethinking Continual Experience Internalization for Self-Evolving LLM Agents	arxiv 2026-06-03	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%
0.68	Accelerating and Scaling MPC-Guided Reinforcement Learning for Humanoid Locomotion and Manipulation	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%
0.68	VASO: Formally Verifiable Self-Evolving Skills for Physical AI Agents	arxiv 2026-06-03	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%
0.68	VASO: Formally Verifiable Self-Evolving Skills for Physical AI Agents	arxiv 2026-06-03	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%
0.68	Will the price of Bitcoin be above $58,000 on June 9?(market prob: 99%)	polymarket 2026-06-02	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Will the price of Bitcoin be above $56,000 on June 9?(market prob: 100%)	polymarket 2026-06-05	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Beyond Linear and Overcomplete Regimes: A Mean-Field Analysis of Bottleneck Autoencoders	arxiv 2026-06-05	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%
0.68	Rapid co-design of Buoyancy-assisted robots for Challenging Locomotion using Gaussian Evolutionary Specialists	arxiv 2026-06-05	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%
0.68	LIMMT: Less is More for Motion Tracking	arxiv 2026-06-05	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%
0.68	What Is My Robot Thinking? Design Considerations for Transparent and Trustworthy Shared Autonomy	arxiv 2026-06-05	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%
0.68	Will Bitcoin dip to $57,000 on June 8?(market prob: 0%)	polymarket 2026-06-08	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%
0.68	Will Bitcoin be exactly higher 7 days from now?(market prob: 62%)	manifold 2026-06-07	247_038 Bitcoin upgrade will come before quantum threat does (Saylor) Michael Saylor	Crypto	48%
0.68	Will Elon Musk post 80-99 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will DeepSWE be saturated before 2027 (≥90%)?(market prob: 89%)	manifold 2026-06-09	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%
0.68	AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation	arxiv 2026-06-08	AUT_019 Weil's April 2026 exit from OpenAI VP of Science signals critical juncture — as AI transitions from singular query-response to continuous autonomous agentic loops required for scientific discovery, underlying computational costs surge exponentially; GP... Kevin Weil	AI	70%
0.68	Memory Beyond Recall: A Dual-Process Cognitive Memory System for Self-Evolving LLM Agents	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%
0.68	Capacity, Not Format: Rethinking Structured Reasoning Failures	arxiv 2026-06-08	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.68	RAILS: Verification-Native Clearing For Agentic Commerce	arxiv 2026-06-07	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%
0.68	BrainSurgery: Reproducible and Reliable Declarative Weight Manipulations for Model Editing and Upcycling	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%
0.68	BUDDY: BUdget-Driven DYnamic Depth Routing for Adaptive Large Language Model Inference	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%
0.68	Multi-View Speech Representation Learning for Parkinson's Disease Detection Using Context-guided Cross-modal Attention	arxiv 2026-06-08	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	29%