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80,311 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 147 of 353, 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
0.67	Momentum for Reasoning: Dense Intrinsic Signals in Policy Optimization	arxiv 2026-06-07	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%
0.67	Improved Convergence Analysis of Topology Dependence in Decentralized SGD	arxiv 2026-06-08	234_003 Within 1-2 years we will look back and wonder why training was centralized while inference was decentralized Alex Wissner-Gross	AI	38%
0.67	When Built-in Thinking Helps and Hurts: Constraint-Level Error Shifts in Instruction Following	arxiv 2026-06-08	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%
0.67	Self-Harness: Harnesses That Improve Themselves	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%
0.67	Precision Is Not Faithfulness: Coverage-Aware Evaluation of Grounded Generation with a Complete Oracle	arxiv 2026-06-08	AI_006 True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro... Andrej Karpathy	AI	38%
0.67	Scaffold Effects on GAIA: A Controlled Comparison	arxiv 2026-06-07	247_060 Anthropic will win over OpenAI via better/smarter AI regardless of installed base Dave Blundin	AI	50%
0.67	Motion planning for hundreds of floating robots	arxiv 2026-06-08	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%
0.67	LUNA-AD: Lightweight Uncertainty-Aware Language Model with Lifelong Learning for Autonomous Driving	arxiv 2026-06-07	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%
0.67	Will Elon Musk post 260-279 tweets from June 5 to June 12, 2026?(market prob: 1%)	polymarket 2026-06-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	RoboNaldo: Accurate, Stable and Powerful Humanoid Soccer Shooting via Motion-Guided Curriculum Reinforcement Learning	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%
0.67	What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents	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%
0.67	Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning	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%
0.67	Recoverable but Not Stationary:Local Linear Structures in Weights and Activations	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%
0.67	From Perception to Action: Can UI Interventions Foster Sustainable LLM Chatbot	arxiv 2026-06-09	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%
0.67	Dynamic Linear Attention	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%
0.67	Learning What to Remember: Observability-Safe Memory Retention via Constrained Optimization for Long-Horizon Language Agents	arxiv 2026-06-09	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%
0.67	Dmsh: A Multi-Agent Reinforcement Learning Framework for All-Quad Mesh Generation	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%
0.67	HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning	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%
0.67	A complementary study on PlanGPT: Evaluation with defined Performance Metrics and comparison with a planner	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%
0.67	STAGE-Claw: Automated State-based Agent Benchmarking for Realistic Scenarios	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%
0.67	Prefilling-dLLM: Predictive Prefilling for Long-Context Inference in Diffusion Language Models	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%
0.67	FDA ANDA220458: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — APOTEX	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%
0.67	Will the price of Bitcoin be above $58,000 on June 12?(market prob: 100%)	polymarket 2026-06-05	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	CHORUS: Decentralized Multi-Embodiment Collaboration with One VLA Policy	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%
0.67	Rule Taxonomy and Evolution in AI IDEs: A Mining and Survey Study	arxiv 2026-06-10	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.67	Embodied-BenchClaw: An Autonomous Multi-Agent System for Embodied Spatial Intelligence Benchmark Construction	arxiv 2026-06-10	AI_006 True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro... Andrej Karpathy	AI	38%
0.67	AutoMine Solution for AV2 2026 Scenario Mining Challenge	arxiv 2026-06-10	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%
0.67	AI4Land: Scalable Deep Learning for Global High-Resolution Land Use Reconstruction	arxiv 2026-06-10	CYB_016 Rural landscapes in the Global South move beyond conventional food production toward highly complex, multifunctional systems — agentic AI platforms synthesize localized ecological data to enable precision organic farming, transparent environmental prot... Peter Dannenberg	Other	42%
0.67	Substrate Asymmetry in User-Side Memory: A Diagnostic Framework	arxiv 2026-06-10	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%
0.67	Sparse probes and murky physics: a case study of interpretability challenges in a foundation model for continuum dynamics	arxiv 2026-06-10	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%
0.67	INFRAMIND: Infrastructure-Aware Multi-Agent Orchestration	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%
0.67	RoboNaldo: Accurate, Stable and Powerful Humanoid Soccer Shooting via Motion-Guided Curriculum Reinforcement Learning	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%
0.67	Fourier Features Let Agents Learn High Precision Policies with Imitation Learning	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%
0.67	When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models	arxiv 2026-06-10	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%
0.67	Quantifying Subliminal Behavioral Transfer Ratios in Language Model Distillation	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%
0.67	FDA ANDA210692: ATOVAQUONE (ATOVAQUONE) — HETERO LABS LTD III	fda 2026-06-08	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	Will the Oscars loosen rules on AI tool use by 2030?(market prob: 44%)	manifold 2026-06-11	ROB_001 If hundreds of millions of AGI instances are deployed simultaneously by 2027 to automate the algorithms governing their own architectures, the industry will compress a decade of human-led algorithmic progress into less than a year — culminating in 'run... Leopold Aschenbrenner	AI	29%
0.67	MiniMax Sparse Attention	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%
0.67	Who Pays the Price? Stakeholder-Centric Prompt Injection Benchmarking for Real-world Web Agents	arxiv 2026-06-11	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.67	(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable	arxiv 2026-06-11	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%
0.67	Agentic MPC for Semantic Control System Resynthesis	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%
0.67	PI-Hunter: Automated Red-Teaming for Exposing and Localizing Prompt Injections	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	56%
0.67	Quantizing Time-Series Models As Dynamical Systems: Trajectory-Based Quantization Sensitivity Score	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%
0.67	Normative Robustness as a Frontier for Non-Verifiable Reasoning in LLMs	arxiv 2026-06-10	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%
0.67	Recursive Agent Harnesses	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%
0.67	Low cost, easily manufactured, highly flexible strain and touch sensitive fiber for robotics applications	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%
0.67	Will Elon Musk post 60-79 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will OpenAI delay OR withdraw a model release due to demands by the US US government by EOY 2026?(market prob: 20%)	manifold 2026-06-13	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.67	Will any the weights for any new Qwen Model >=100B parameters release before 2027(market prob: 50%)	manifold 2026-06-12	231_015 Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models. Alex Wissner-Gross	AI	34%
0.67	Will Elon Musk post 380-399 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%