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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 102 of 1467, 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	EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery	arxiv 2026-06-11	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	Multi-Agent Reinforcement Learning from Delayed Marketplace Feedback for Objective-Weight Adaptation in Three-Sided Dispatch	arxiv 2026-06-11	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis	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%
0.68	G-Long: Graph-Enhanced Memory Management for Efficient Long-Term Dialogue Agents	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%
0.68	Democracy in the Era of Artificial Intelligence	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%
0.68	MAStrike: Shapley-Guided Collusive Red-Teaming on Multi-Agent Systems	arxiv 2026-06-11	ROB_026 Autonomous AI agents will execute multi-stage cyberattacks at machine speeds far surpassing the defensive capabilities of human security teams — bad actors will utilize the same multi-agent paradigms that enable legitimate corporate organizations, targ... Alex Finn	Defense	77%
0.68	Bounding Boxes as Goals: Language-Conditioned Grasping via Neuro-Symbolic Planning	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%
0.68	HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness	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%
0.68	WISE: A Long-Horizon Agent in Minecraft with Why-Which Reasoning	arxiv 2026-06-11	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	ProPlay: Procedural World Models for Self-Evolving LLM Agents	arxiv 2026-06-11	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	EgoEngine: From Egocentric Human Videos to High-Fidelity Dexterous Robot Demonstrations	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%
0.68	Will Elon Musk post 0-19 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 420-439 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 200-219 tweets from June 9 to June 16, 2026?(market prob: 50%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 240-259 tweets from June 9 to June 16, 2026?(market prob: 1%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 320-339 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	When will a humanoid robot first be used to kill someone?	manifold 2026-06-13	248_038 We will see humanoid robot threats alongside the current Sam Altman backlash. Salim Ismail	Robotics	34%
0.68	Which AI company will release the most impactful new model before September 30, 2026?	manifold 2026-06-13	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.68	Will Elon Musk post 90-114 tweets from June 13 to June 15, 2026?(market prob: 0%)	polymarket 2026-06-11	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Claude Fable 5 be API Pricing Only when public access returns?(market prob: 16%)	manifold 2026-06-14	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.68	Will the July 2026 U.S. U-6 unemployment rate be at least 8.0%?(market prob: 37%)	manifold 2026-06-15	AI_021 The 2026-2027 window is the 'Great Disemboweling' of white-collar employment — millions of mid-career professionals (junior software developers, legal analysts, corporate marketers) lose jobs within a 12-18 month timeframe; resulting unemployment casca... Andrew Yang	Labor/Jobs	46%
0.68	CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies	arxiv 2026-06-15	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	Open-SWE-Traces: Advancing Dual-Mode Multilingual Distillation for Software Engineering Agents	arxiv 2026-06-14	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	ROVE: Unlocking Human Interventions for Humanoid Manipulation via Reinforcement Learning	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	Reinforcement Learning for LLM-based Event Forecasting	arxiv 2026-06-14	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	Bridging the Usability Gap: Lessons from Interpreting Studies for Machine Interpreting Design	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	DataLadder: A Simulation-Enabled Interconversion Toolchain for the Embodied Data Pyramid	arxiv 2026-06-15	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	ADAPT: Analytical Disturbance-Aware Policy Training for Humanoid Locomotion	arxiv 2026-06-15	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 140-159 tweets from June 12 to June 19, 2026?(market prob: 1%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 160-179 tweets from June 12 to June 19, 2026?(market prob: 7%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Anthropic release a non-Fable model before Fable is rereleased?(market prob: 15%)	manifold 2026-06-17	240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin	AI	46%
0.68	SpaceX stock hits $150 or $250 next?	manifold 2026-06-17	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 SpaceX launch Starship Flight 13 on or before July 31, 2026?(market prob: 27%)	manifold 2026-06-17	246_015 Elon will launch Starship toward Mars this year (2026, cited from Elon). Elon Musk	Space	36%
0.68	LegalHalluLens: Typed Hallucination Auditing and Calibrated Multi-Agent Debate for Trustworthy Legal AI	arxiv 2026-06-16	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	Small Initialization Matters for Large Language Models	arxiv 2026-06-16	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.68	A Framework for Evaluating Agentic Skills at Scale	arxiv 2026-06-16	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	MagicSim: A Unified Infrastructure for Executable Embodied Interaction	arxiv 2026-06-16	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.68	QueryMarket: Cost-Aware Online Active Learning in Data Markets	arxiv 2026-06-16	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.68	Verified Detection and Prevention of Concurrency Anomalies in Multi-Agent Large Language Model Systems	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	61%
0.68	Are you speaking my languages? On spoken language adherence in multimodal LLMs	arxiv 2026-06-15	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%
0.68	When Robots Sleep: Offline Skill Consolidation for Shared-Policy Robot Learning	arxiv 2026-06-16	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	Model-Free Reinforcement Learning Control for Resilient Cyber-Physical Systems	arxiv 2026-06-17	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	PAIWorld: A 3D-Consistent World Foundation Model for Robotic Manipulation	arxiv 2026-06-16	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	Will Elon Musk post 120-139 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Optimal Order of Multi-Agent and General Many-Body Systems	arxiv 2026-06-18	FUT_021 Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ... Superforecaster Community	AI	46%
0.68	Dual-Agent Framework for Cross-Model Verified Translation of Natural-Language Protocols into Robotic Laboratory Platform	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	Dual-Agent Framework for Cross-Model Verified Translation of Natural-Language Protocols into Robotic Laboratory Platform	arxiv 2026-06-18	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	Tri-Info: Generalizable, Interpretable Failure Prediction for VLA Models via Information Theory	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	61%
0.68	MetaResearcher: Scaling Deep Research via Self-Reflective Reinforcement Learning in Adversarial Virtual Environments	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	Human-on-the-Loop Orchestration for AI-Assisted Legal Discovery	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%