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103,108 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 355 of 1911, 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
0.66	Judgment-Grounded Expansion for Peer Review Generation	arxiv 2026-06-22	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%
0.66	SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning	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%
0.66	A Taxonomy of Conceptual Alignment in Human-Robot Dialogue	arxiv 2026-06-21	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.66	Bridging Semantics and Kinematics: A Modular Framework for Zero-Shot Robotic Manipulation	arxiv 2026-06-22	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%
0.66	Assistron: Bayesian Shared Autonomy with Off-the-shelf Vision-Language-Action Models	arxiv 2026-06-22	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%
0.66	EmbodiedUS-FS: Fast Slow Intelligence for Ultrasound Robotics	arxiv 2026-06-21	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%
0.66	Geometric Reconstruction of Extrinsic Contact Trajectories using Tactile Sensing and Proprioception for Tool Manipulation	arxiv 2026-06-20	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%
0.66	FDA ANDA218016: SOLRIAMFETOL HYDROCHLORIDE (SOLRIAMFETOL HYDROCHLORIDE) — HIKMA	fda 2026-06-17	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	Will the price of Bitcoin be above $66,000 on June 25?(market prob: 0%)	polymarket 2026-06-18	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%
0.66	Will the price of Bitcoin be above $54,000 on June 25?(market prob: 100%)	polymarket 2026-06-18	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%
0.66	Will the price of Bitcoin be above $68,000 on June 25?(market prob: 0%)	polymarket 2026-06-18	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%
0.66	Decentralised AI Training and Inference with BlockTrain	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%
0.66	CrossPool: Efficient Multi-LLM Serving for Cold MoE Models through KV-Cache and Weight Disaggregation	arxiv 2026-06-23	CMQ_044 Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting. Morgan Stanley	AI/Compute	65%
0.66	What Does ODRL Mean? A Cross-Level Ontological Grounding of Permissions, Prohibitions, and Duties in UFO-L	arxiv 2026-06-23	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%
0.66	LemonHarness Technical Report	arxiv 2026-06-23	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%
0.66	Deep Learning Approaches for 3D Medical Scene Completion: From Geometric Modeling to Generative Paradigms	arxiv 2026-06-23	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%
0.66	Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate	arxiv 2026-06-22	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors	arxiv 2026-06-22	AUT_005 Fundamental convergence between autonomous AI, enterprise software, and global defense infrastructure — future geopolitical supremacy dictated entirely by algorithmic dominance rather than traditional kinetic military assets; autonomous drones, AI-driv... Ben Horowitz	Defense	73%
0.66	Model selection with proper scoring rules on data sets of time series	arxiv 2026-06-23	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%
0.66	AI Fiction in the Wild	arxiv 2026-06-22	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%
0.66	ArtiTwinSplat: Interactable Digital Twin Reconstruction via Gaussian Splatting from RGB-D videos	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%
0.66	Varying Bundle Size Reactive Multi-Task Assignment using Selective Cost Estimation for Multi-Agent 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%
0.66	Will Elon Musk post 140-159 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 140-159 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Elon Musk post 440-459 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Bitcoin dip to $58,000 on June 25?(market prob: 2%)	polymarket 2026-06-25	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Natural Ungrokking: Asymmetric Control of Which Rules Survive Pretraining	arxiv 2026-06-24	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%
0.66	FORCE: Efficient VLA Reinforcement Fine-Tuning via Value-Calibrated Warm-up and Self-Distillation	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%
0.66	An Approach for a Supporting Multi-LLM System for Automated Certification Based on the German IT-Grundschutz	arxiv 2026-06-24	FUT_004 Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten... Amy Webb	AI	62%
0.66	Silent Failures in Physics-Informed Neural Networks: Parameter Poisoning and the Limits of Loss-Based Validation	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%
0.66	Geo-Strat-RL: Learning Geological Event Reasoning from Verifiable Tasks	arxiv 2026-06-23	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%
0.66	Hierarchical Graph Learning for Calendar Spread Strategies in Commodity Futures Markets	arxiv 2026-06-24	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.66	The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms	arxiv 2026-06-24	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%
0.66	Certification of Machine Learning Models via Directional Sharpness	arxiv 2026-06-23	AI_005 Current frontier models suffer from 'jagged intelligence' — excelling at international mathematics olympiads while simultaneously failing rudimentary arithmetic and spatial logic; true AGI requires smoothing these jagged edges via continual learning, d... Demis Hassabis	AI	83%
0.66	Certification of Machine Learning Models via Directional Sharpness	arxiv 2026-06-23	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%
0.66	Swarm-Inspired Generation of Collective Behaviors in Graph Dynamical 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%
0.66	How Complexity Contributes to Learning Opacity in Machine Learning	arxiv 2026-06-23	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.66	Real-Time Voice AI Hears but Does Not Listen	arxiv 2026-06-24	232_011 Jury is still out on whether speech will be the modality of the future for high-bandwidth operation. Alex Wissner-Gross	AI	38%
0.66	One Body, Two Minds: Variable Autonomy Approach for a Co-embodied Robotic Hand	arxiv 2026-06-24	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%
0.66	MAPL: Multi-Objective Preference Learning for Robot Locomotion	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%
0.66	Will Bitcoin reach $65,000 in June?(market prob: 0%)	polymarket 2026-06-25	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will Elon Musk post 65-89 tweets from June 25 to June 27, 2026?(market prob: 6%)	polymarket 2026-06-22	248_009 Elon Musk's economy will grow 10x in about 10 years. Elon Musk	Macro/Economy	37%
0.66	Will the price of Bitcoin be above $70,000 on June 27?(market prob: 0%)	polymarket 2026-06-20	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will Elon Musk post 90-114 tweets from June 25 to June 27, 2026?(market prob: 1%)	polymarket 2026-06-22	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 180-199 tweets from June 23 to June 30, 2026?(market prob: 8%)	polymarket 2026-06-20	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.66	ShareLock: A Stealthy Multi-Tool Threshold Poisoning Attack Against MCP	arxiv 2026-06-25	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%
0.66	LAMP: Lane-Aligned Motion Primitives for Feasible Trajectory Prediction	arxiv 2026-06-25	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.66	Autoformalization of Agent Instructions into Policy-as-Code	arxiv 2026-06-25	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%
0.66	HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization	arxiv 2026-06-25	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%
0.66	OpenFinGym: A Verifiable Multi-Task Gym Environment for Evaluating Quant Agents	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%