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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 101 of 349, 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	Will artificial intelligence change everyday life more than the internet did(market prob: 52%)	manifold 2026-06-05	230_038 AI will be net super-humanizing long-term despite short-term substitution effects. Alex Wissner-Gross	AI	42%
0.68	Risk Assessment of Autonomous Driving: Integrating Technical Failures, Ethical Dilemmas, and Policy Frameworks	arxiv 2026-06-04	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	PLAN-S: Bridging Planning with Latent Style Dynamics for Autonomous Driving World Models	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	Do More Agents Help? Controlled and Protocol-Aligned Evaluation of LLM Agent Workflows	arxiv 2026-06-04	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%
0.68	Adaptive state-action abstractions via rate-distortion	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	SHALA-LLM: Smartly Handling Ambiguous Labels in Aligning LLMs	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	HORIZON: Recoverability-Governed Curriculum for Physical-Domain Scaling	arxiv 2026-06-03	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	GENEB: Why Genomic Models Are Hard to Compare	arxiv 2026-06-03	IND_012 NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical... Jensen Huang	Biotech/Longevity	68%
0.68	Will Elon Musk post 480-499 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 Elon Musk post 40-64 tweets from June 6 to June 8, 2026?(market prob: 67%)	polymarket 2026-06-04	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 65-89 tweets from June 6 to June 8, 2026?(market prob: 31%)	polymarket 2026-06-04	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Largest company end of 2028?	manifold 2026-06-07	230_010 Mega-cap AI companies will reach trillion to 10-trillion+ valuations but have to stop somewhere due to antitrust. Dave Blundin	Markets/Stocks	47%
0.68	Will Bitcoin dip to $59,000 on June 7?(market prob: 1%)	polymarket 2026-06-07	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	Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition	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	Discovering Multiscale Deep Formulas in Complex Systems via Neural-Guided Lambda Calculus	arxiv 2026-06-05	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	Product units in gated recurrent units improve nuclear-mass prediction	arxiv 2026-06-05	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	Are we going to create safety laws about AI?(market prob: 63%)	manifold 2026-06-08	232_008 Real-time AI video generation will break any video/voice-based security mechanisms. Ben Horowitz	AI	46%
0.68	Will Bitcoin dip to $59,000 on June 9?(market prob: 4%)	polymarket 2026-06-09	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 Elon Musk post 115-139 tweets from June 8 to June 10, 2026?(market prob: 0%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Multi-Turn Evaluation of Deep Research Agents Under Process-Level Feedback	arxiv 2026-06-08	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%
0.68	SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks	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	AliyunConsoleAgent: Training Web Agents in Real-World Cloud Environments via Distillation and Reinforcement Learning	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	RunAgent SuperBrowser: A Theory of Autonomous Web Navigation Grounded in Human Browsing Behaviour	arxiv 2026-06-08	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	Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human	arxiv 2026-06-08	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	Governance Controls for AI-Generated Test Artifacts in Autonomous Software Testing	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	61%
0.68	APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing	arxiv 2026-06-07	SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba	AI/Hardware	71%
0.68	C$^3$ache: Accelerating World Action Models with Cross Inference Chunk Cache	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	Systems-Level Planning and Coordination of Truck-Drone Collaborative Delivery Networks	arxiv 2026-06-07	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.68	Language as a Sensor: Calibrated Spatial Belief Estimation in 3D Scenes from Natural Language	arxiv 2026-06-07	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	ActProbe: Action-Space Probe for Early Failure Detection of Generative Robot Policies	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	61%
0.68	Will Elon Musk be worth less than 1 trillion anytime in 2026 but after June?(market prob: 51%)	manifold 2026-06-10	238_052 $100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk) Elon Musk	Markets/Stocks	42%
0.68	Post-Quantum Secure Federated DeFi for Inclusive Banking	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%
0.68	One Step Closer to Ground Truth: A Multi-Scale Residual-Aware Representation Learning Pipeline for Predicting Time Series Data	arxiv 2026-06-09	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Early-Token Confidence Predicts Reasoning Quality in Multi-Agent LLM Debate	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%
0.68	Uncovering Vulnerability of Vision-Language-Action Models under Joint-Level Physical Faults	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%
0.68	ATLAS: Active Theory Learning for Automated Science	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%
0.68	PROJECTMEM: A Local-First, Event-Sourced Memory and Judgment Layer for AI Coding Agents	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%
0.68	A Lightweight Multi-Agent Framework for Automated Concrete Barrier Design	arxiv 2026-06-10	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%
0.68	Runtime Enforcement of Hybrid System Properties	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%
0.68	Characterizing Software Aging in GPU-Based LLM Serving Systems	arxiv 2026-06-10	CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz	AI	77%
0.68	Embodied-BenchClaw: An Autonomous Multi-Agent System for Embodied Spatial Intelligence Benchmark Construction	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%
0.68	Hey Chat, Can You Teach Me? Structuring Socratic Dialogue for Human Learning in the Wild	arxiv 2026-06-10	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%
0.68	Architecture-Aware Reinforcement Learning Makes Sliding-Window Attention Competitive in Math Reasoning	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%
0.68	AI Coding Agents in Social Science: Methodologically Diverse, Empirically Consistent, Interpretively Vulnerable	arxiv 2026-06-09	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	FlowBank: Query-Adaptive Agentic Workflows Optimization through Precompute-and-Reuse	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%
0.68	Which Models Are Our Models Built On? Auditing Invisible Dependencies in Modern LLMs	arxiv 2026-06-10	INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy	AI	70%
0.68	PLUME: Probabilistic Latent Unified World Modeling and Parameter Estimation for Multi-Finger Manipulation	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%
0.68	FDA ANDA217299: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — MSN	fda 2026-06-03	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will Elon Musk post 90-114 tweets from June 11 to June 13, 2026?(market prob: 24%)	polymarket 2026-06-08	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 120-139 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%