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79,555 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 115 of 1479, 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 the next OpenAI model be closer to Fable-class than to Opus-class?(market prob: 36%)	manifold 2026-06-13	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.68	Will Elon Musk post 320-339 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 300-319 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 240-259 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 120-139 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	SpaceX closes above $250 at end of month?(market prob: 5%)	manifold 2026-06-16	246_002 SpaceX 2026 revenue will double to $20 billion (from $16B in 2025). Peter Diamandis	Markets/Stocks	46%
0.68	Stable Menus of Public Goods: AI-Enabled Progress	arxiv 2026-06-15	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	Skill-to-LoRA: From Using Skills to Learning Behaviors for Token-Efficient LLM Agents	arxiv 2026-06-15	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	ARB4WM: An Adversarial Robustness Benchmark for World Models in Continuous Control	arxiv 2026-06-15	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	LectūraAgents: A Multi-Agent Framework for Adaptive Personalized AI-Assisted Learning and Embodied Teaching	arxiv 2026-06-15	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	Tyler: Typed Latent Reasoning for Language Models -- When to Think, What to Compute, and How Much to Allocate	arxiv 2026-06-15	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	State-Grounded Multi-Agent Synthetic Data Generation for Tool-Augmented LLMs	arxiv 2026-06-15	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	AI Supply Chain Galaxy: 3D Visual Analytics for License Compliance	arxiv 2026-06-15	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	LLM-as-Code Agentic Programming for Agent Harness	arxiv 2026-06-14	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%
0.68	Agent trajectories as programs: fingerprinting and programming coding-agent behavior	arxiv 2026-06-15	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	MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents	arxiv 2026-06-15	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	Hidden Degradation Costs in Energy-Cost-Only HEMS Optimisation: Study on Battery and PV Sensitivity	arxiv 2026-06-14	INF_058 The electrical grid topology will transition from centralized to highly decentralized: localized solar + residential/commercial battery storage will shift power management toward microgrids where local DNOs optimize autonomously, turning millions of ho... Andrew Yang	Energy	52%
0.68	LaWAM: Latent World Action Models for Efficient Dynamics-Aware Robot Policies	arxiv 2026-06-14	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	Retrieve, Don't Retrain: Extending Vision Language Action Models to New Tasks at Test Time	arxiv 2026-06-14	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 Elon Musk post 440-459 tweets from June 19 to June 26, 2026?(market prob: 0%)	polymarket 2026-06-16	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 200-219 tweets from June 12 to June 19, 2026?(market prob: 24%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	How many Starship launches will occur in 2028?	manifold 2026-06-17	248_004 Launching 40,000 V3 Starlinks requires only 3 Starship launches per week over 3 years. Peter Diamandis	Space	58%
0.68	From Democracies to Autocracies: How AI Systems Enable Authoritarianism by Design	arxiv 2026-06-15	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	From Democracies to Autocracies: How AI Systems Enable Authoritarianism by Design	arxiv 2026-06-15	AUT_025 Per Deep Utopia (2024): successful deployment of highly capable autonomous systems will generate unintended consequences forcing complete reevaluation of human purpose, economics, justice — as AI solves material scarcity + physical labor constraints, h... Nick Bostrom	AI	40%
0.68	AoiZora: Topology-Aware Auto-Parallel Optimization for Inference of Diffusion Transformers	arxiv 2026-06-16	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	From Parasocial Scripts to Dyadic Persistence in Autonomous AI-Agent Communities	arxiv 2026-06-15	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	Leadership as Coordination Control: Behavioral Signatures and the Recovery-Advantage Boundary in Multi-Agent LLM Teams	arxiv 2026-06-17	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	Spotlight: Synergizing Seed Exploration and Spot GPUs for DiT RL Post-Training	arxiv 2026-06-17	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	WorldLines: Benchmarking and Modeling Long-Horizon Stateful Embodied Agents	arxiv 2026-06-17	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	DeFAb: A Verifiable Benchmark for Defeasible Abduction in Foundation Models	arxiv 2026-06-17	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	As You Wish: Mission Planning with Formal Verification using LLMs in Precision Agriculture	arxiv 2026-06-16	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	Sumi: Open Uniform Diffusion Language Model from Scratch	arxiv 2026-06-17	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	GrapNet: A Programmable Dynamic-Architecture Neural Graph Substrate	arxiv 2026-06-17	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	When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?	arxiv 2026-06-16	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.68	Will Elon Musk post 90-114 tweets from June 18 to June 20, 2026?(market prob: 1%)	polymarket 2026-06-15	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will SpaceX valuation drop by -50% or more from its ATH?(market prob: 47%)	manifold 2026-06-19	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%
0.68	HilDA: Hierarchical Distillation with Diffusion for Advancing Self-Supervised LiDAR Pre-trainin	arxiv 2026-06-18	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	Hybrid Diffusion Transformer for Instruction-Guided Audio Editing via Rectified Flow	arxiv 2026-06-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Connect the Dots: Training LLMs for Long-Lifecycle Agents with Cross-Domain Generalization Via Reinforcement Learning	arxiv 2026-06-18	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	The Algorithmic-Human Manager: AI, Apps, and Workers in the Indian Gig Economy	arxiv 2026-06-18	235_047 AI regulatory roles will be filled by Anthropic/OpenAI people bouncing back and forth (like SEC/Goldman Sachs). Dave Blundin	Geopolitics	50%
0.68	eCNNTO: A Highly Generalizable ConvNet for Accelerating Topology Optimization	arxiv 2026-06-18	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	Agentic Electronic Design Automation: A Handoff Perspective	arxiv 2026-06-18	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	Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents	arxiv 2026-06-18	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	What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis	arxiv 2026-06-18	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	Agentic AutoResearch forSpace Autonomy: An Auditable, LLM-Driven Research Agent for Aerospace Control Problems	arxiv 2026-06-18	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	Fail-RAG : A Retrieval Augmented Generation Informed Framework for Robot Failure Identification	arxiv 2026-06-17	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	FDA NDA218784: VORANIGO (VORASIDENIB) — SERVIER	fda 2026-06-10	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 60-79 tweets from June 19 to June 26, 2026?(market prob: 0%)	polymarket 2026-06-16	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Kraken have the highest IPO Market Cap 2026?(market prob: 0%)	polymarket 2026-02-02	246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis	Markets/Stocks	79%
0.68	Will the price of Bitcoin be above $80,000 on April 30?(market prob: 0%)	polymarket 2026-04-23	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%