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114,087 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 479 of 2112, 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
0.65	Will the price of Bitcoin be above $60,000 on June 12?(market prob: 99%)	polymarket 2026-06-05	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%
0.65	Will Ethereum reach $1,700 on June 11?(market prob: 36%)	polymarket 2026-06-11	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.65	Will Bitcoin reach $66,000 June 8-14?(market prob: 30%)	polymarket 2026-06-08	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.65	Reinforcement Learning Disrupts Gradient-Based Adversarial Optimization	arxiv 2026-06-10	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%
0.65	LUCID: Learning Embodiment-Agnostic Intent Models from Unstructured Human Videos for Scalable Dexterous Robot Skill Acquisition	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%
0.65	APEX: Automated Prompt Engineering eXpert with Dynamic Data Selection	arxiv 2026-06-09	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.65	Forecasting Future Behavior as a Learning Task	arxiv 2026-06-09	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%
0.65	Critic Architecture Matters: Dual vs. Unified Critics for Humanoid Loco-Manipulation	arxiv 2026-06-10	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.65	RLCSD: Reinforcement Learning with Contrastive On-Policy Self-Distillation	arxiv 2026-06-10	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%
0.65	Adaptive Multi-Resolution Procedural Knowledge Compression for Large Language Models	arxiv 2026-06-10	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.65	Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills	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%
0.65	External Experience Serving in Production LLM Systems: A Deployment-Oriented Study of Quality-Cost Trade-offs	arxiv 2026-06-10	CMQ_059 Shift to local compute is driven by: (1) absolute data privacy, (2) cost control for high-volume inference, (3) running uncensored/customized LLMs unavailable on major clouds. Alex Finn	AI	56%
0.65	VLGA: Vision-Language-Geometry-Action Models for Autonomous Driving	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%
0.65	Semantically-Aware Diver Activity Recognition Framework for Effective Underwater Multi-Human-Robot Collaboration	arxiv 2026-06-10	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%
0.65	APT: Action Expert Pretraining Improves Instruction Generalization of Vision-Language-Action Policies	arxiv 2026-06-10	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%
0.65	Will the price of Bitcoin be above $56,000 on June 13?(market prob: 100%)	polymarket 2026-06-06	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%
0.65	Will the price of Bitcoin be above $52,000 on June 13?(market prob: 100%)	polymarket 2026-06-06	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%
0.65	Will Elon Musk post 90-114 tweets from June 11 to June 13, 2026?(market prob: 24%)	polymarket 2026-06-08	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.65	Will Elon Musk post 120-139 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.65	Will SpaceX (SPCX) stock drop below $100 by the end of 2026?(market prob: 31%)	manifold 2026-06-12	SPC_002 A SpaceX public-market liquidity event will reach a $1.5 trillion to $2 trillion valuation target — with roughly one-third defensible solely on proven Starlink + launch cash flow, and remaining two-thirds resting on speculative programs (Starship V3, o... Morgan Stanley	Markets/Stocks	45%
0.65	Beyond the Commitment Boundary: Probing Epiphenomenal Chain-of-Thought in Large Reasoning Models	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%
0.65	Reward Modeling for Multi-Agent Orchestration	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%
0.65	Evaluation Sovereignty in Metadata-Driven Classification: A Multi-Track Framework for Weakly Supervised Information Systems	arxiv 2026-06-11	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.65	From Verdict to Process: Agentic Reinforcement Learning for Multi-Stage Fact Verification	arxiv 2026-06-11	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%
0.65	Humor Style Drives Laughter, Topic Shapes Acceptability: Evaluating Bilingual Personal and Political Robot-Delivered AI Jokes	arxiv 2026-06-11	236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang	Consumer	51%
0.65	ARMOR-MAD: Adaptive Routing for Heterogeneous Multi-Agent Debate in Large Language Model Reasoning	arxiv 2026-06-11	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%
0.65	"Is This Not Enough?": Asymmetries in Institutional Accountability and Collective Sensemaking in the Case of Canada's Algorithmic Visa Triage System	arxiv 2026-06-11	IND_006 Trajectory of AI development — and by extension future of American economic labor — will be decided by political outcomes rather than purely technical hurdles. Overly restrictive regulatory regimes threaten to stall frontier science and cede global AI ... Ben Horowitz	Geopolitics	56%
0.65	Augmentation techniques for video surveillance in the visible and thermal spectral range	arxiv 2026-06-11	229_039 Figure will integrate additional sensors (infrared, ultraviolet, etc.) into future humanoids. Brett Adcock	Robotics	28%
0.65	Fault Lines: Navigating Ethics and Responsible AI Where National Policy Meets Local Practice in Public Sector Transformation	arxiv 2026-06-11	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.65	Emerging Flexible Designs for Geospatial Multimodal Foundation Models	arxiv 2026-06-10	SPC_017 Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o... Jennifer Li	AI	63%
0.65	Pythagoras-Prover: Advancing Efficient Formal Proving via Augmented Lean Formalisation	arxiv 2026-06-10	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%
0.65	MaskWAM: Unifying Mask Prompting and Prediction for World-Action Models	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%
0.65	Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents	arxiv 2026-06-11	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.65	Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning	arxiv 2026-06-11	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.65	A solvable model for unsupervised federated learning	arxiv 2026-06-11	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%
0.65	Self-Guidance: Enhancing Neural Codecs via Decoder Manifold Alignment	arxiv 2026-06-11	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	Where Computation Lives Inside TabPFN: Causal Localisation of Attention Head Function	arxiv 2026-06-11	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%
0.65	Individual Control Barrier Functions-Guided Diffusion Model for Safe Offline Multi-Agent Reinforcement Learning	arxiv 2026-06-10	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.65	PRISM: Prosody-Integrated Multi-Agent Reasoning Framework for Empathetic Spoken Dialogue	arxiv 2026-06-11	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	31%
0.65	Identifiability Without Gaussianity: Symbolic World Models and Near-Infinite Temporal Consistency	arxiv 2026-06-09	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%
0.65	Embedding ISO 10218 Safety Compliance in Robots via Control Barrier Functions for Human-Robot Collaboration	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%
0.65	Redesigning Regularization for Effective Policy Smoothing	arxiv 2026-06-11	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%
0.65	Action-Effect Memory Pretraining for Robot Manipulation	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%
0.65	$μ$VLA: On Recurrent Memory for Partially Observable Manipulation in VLA Models	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%
0.65	FDA ANDA215552: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — YAOPHARMA CO LTD	fda 2026-06-09	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	31%
0.65	FDA BLA761306: EBGLYSS (LEBRIKIZUMAB-LBKZ) — ELI LILLY AND CO	fda 2026-06-09	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.65	Will there be a data center on the planet Venus by 2127?(market prob: 32%)	manifold 2026-06-13	241_060 Data centers will be built in space / rockets will carry data centers Peter Diamandis	Space	54%
0.65	Will Ethereum reach $1,850 on June 15?(market prob: 16%)	polymarket 2026-06-15	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.65	Will Bitcoin be exactly higher 7 days from now?(market prob: 13%)	manifold 2026-06-15	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%
0.65	Will Bitcoin reach $67,000 on June 16?(market prob: 3%)	polymarket 2026-06-16	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%