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65,257 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 47 of 1210, 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
0.70	Will Bitcoin reach $80,000 in June?(market prob: 2%)	polymarket 2026-06-01	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%
0.70	Will DeepSeek have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.70	Algorithmic algorithm development with LLMs: A Case Study on LLM-Usage for Contraction Order Optimization in Tensor Networks	arxiv 2026-06-01	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%
0.70	WorldCoder-Bench: Benchmarking Physically Grounded 3D World Synthesis	arxiv 2026-06-01	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%
0.70	Task-Induced Representational Invariances Depend on Learning Objective in Deep RL	arxiv 2026-06-01	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%
0.70	By when will two Starships launch within 24h?	manifold 2026-06-03	242_005 Starship launch cadence will reach one every 5.3 minutes (274/day) Peter Diamandis	Space	49%
0.70	Beyond Semantic Organization: Memory as Execution State Management for Long-Horizon Agents	arxiv 2026-06-04	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%
0.70	Learning of Robot Safety Policies via Adversarial Synthetic Scenarios	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%
0.70	Human Oversight and Overload: Two Hidden and Costly Burdens of AI-Assisted Software Engineering	arxiv 2026-06-04	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%
0.70	Let It Be Simple: One-Step Action Generation for Vision-Language-Action Models	arxiv 2026-06-04	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%
0.70	Enhancing Software Engineering Through Closed-Loop Memory Optimization	arxiv 2026-06-04	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%
0.70	Stability vs. Manipulability: Evaluating Robustness Under Post-Decision Interaction in LLM Judges	arxiv 2026-06-03	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%
0.70	Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills	arxiv 2026-06-05	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.70	STRIPS-WM: Learning Grounded Propositional STRIPS-style World Models from Images	arxiv 2026-06-05	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%
0.70	AGENTSERVESIM: A Hardware-aware Simulator for Multi-Turn LLM Agent Serving	arxiv 2026-06-08	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%
0.70	Harness Engineering for Physical AI: Robot Middleware Is the Harness Layer	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%
0.70	Structuring agentic AI for HPC code modernization	arxiv 2026-06-07	CMQ_030 In the modern AI pipeline, the CPU no longer merely supports the model — it drives the model (agentic workloads invert historical CPU:GPU ratio). Jensen Huang	AI/Compute	34%
0.70	anthropics/anthropic-sdk-python v0.108.0	github_release 2026-06-09	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.70	Unifying Local Communications and Local Updates for LLM Pretraining	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%
0.70	Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution	arxiv 2026-06-09	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%
0.70	Accelerating NeurASP with vectorization and caching	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%
0.70	Hidden Consensus:Preference-Validity Compression in Human Feedback	arxiv 2026-06-09	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%
0.70	Flow Control: Steering Vision-Language-Action Models with Simple Real-Time Inputs	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%
0.70	ASTRA-sim 3.0: Next-Level Distributed Machine Learning Simulations via High-Fidelity GPU and Infrastructure Modeling	arxiv 2026-06-09	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%
0.70	Generation of Diverse and Functional Robot Designs using Superquadrics Parametrisation and Quality-Diversity	arxiv 2026-06-09	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%
0.70	HiMem-WAM: Hierarchical Memory-Gated World Action Models for Robotic 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%
0.70	Will we actually see someone bomb an AI datacenter before 2027?(market prob: 7%)	manifold 2026-06-11	INF_001 Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobilization of US industrial capacity for semiconductor fab and data-center shell construction. Leopold Aschenbrenner	AI	48%
0.70	Characterizing Software Aging in GPU-Based LLM Serving Systems	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%
0.70	Embodied-BenchClaw: An Autonomous Multi-Agent System for Embodied Spatial Intelligence Benchmark Construction	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%
0.70	Skill-Augmented AI Agents for Medical Research Analysis: An Exploratory Multi-Model Human Evaluation in an NSCLC Transcriptomic Biomarker Task	arxiv 2026-06-10	CMQ_006 Expert-level AI applied to biology/medicine will yield cures for cancer and Alzheimer's within 5-10 years, compressing a century of progress into a decade. Dario Amodei	Biotech/Longevity	36%
0.70	Higher-Order Token Interactions via Quantum Attention	arxiv 2026-06-10	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%
0.70	Adaptive Multi-Resolution Procedural Knowledge Compression for Large Language Models	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%
0.70	Agent Skill Evaluation and Evolution: Frameworks and Benchmarks	arxiv 2026-06-09	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%
0.70	VICX: Generalizable Robot Manipulation via Video Generation and In-Context Operator Network	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%
0.70	SpaceX IPO: Will Elon Musk Ring the Bell?(market prob: 0%)	polymarket 2026-06-09	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.70	Will Elon Musk be on-stage at a bell ceremony commemorating SpaceX's IPO?(market prob: 1%)	polymarket 2026-06-09	246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis	Markets/Stocks	79%
0.70	TWLA: Achieving Ternary Weights and Low-Bit Activations for LLMs via Post-Training Quantization	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%
0.70	Learning What to Remember: A Cognitively Grounded Multi-Factor Value Model for Agentic Memory	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%
0.70	Fantastic Scientific Agents and How to Build Them: AgentBuild for Rietveld Refinement	arxiv 2026-06-11	238_034 Software developers should build for AI agents, not humans — agents are the new consumers Andrej Karpathy	AI	38%
0.70	The Containment Gap: How Deployed Agentic AI Frameworks Fail Public-Facing Safety Requirements	arxiv 2026-06-11	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.70	Arbor: Tree Search as a Cognition Layer for Autonomous 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%
0.70	Interpretable Factor Decomposition for Decision Intelligence in Large-Scale Financial Markets: Evidence from China's A-Share Market	arxiv 2026-06-11	242_034 AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x) Chamath Palihapitiya	Markets/Stocks	38%
0.70	NavWAM: A Navigation World Action Model for Goal-Conditioned Visual Navigation	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%
0.70	GeoHAT: Geometry-Adaptive Hybrid Action Transformer for Mobile Manipulation	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%
0.70	Will the advance estimate of Q2 2026 U.S. real GDP growth be at least 2.0%?(market prob: 75%)	manifold 2026-06-11	CMQ_020 Nearly $2.5 trillion of AI-related infrastructure investment will flow through the global economy by 2028; >80% of that spending is still ahead of the market as of early 2026. Morgan Stanley	Macro/Economy	67%
0.70	By when will there be an unresupplied crewed spacecraft flight longer than 150 days?	manifold 2026-06-14	S_MARS_2031PLUS Mars uncrewed: 2031+ transfer window or further delay	mars_uncrewed_landing	25%
0.70	Will Bitcoin reach $85,000 in April?(market prob: 0%)	polymarket 2026-04-02	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%
0.70	Will the price of Bitcoin be above $86,000 on May 1?(market prob: 0%)	polymarket 2026-04-24	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%
0.70	Will Anthropic release Claude Opus 5 by August 31, 2026?(market prob: 68%)	manifold 2026-04-29	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.70	Which Epoch AI FrontierMath open problem will be solved next?	manifold 2026-04-23	242_047 Frontier AI may solve most diseases in 5 years Alex Wissner-Gross	Biotech/Longevity	39%