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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 145 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	FINER-SQL: Boosting Small Language Models for Text-to-SQL	arxiv 2026-05-05	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	Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution	arxiv 2026-05-04	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%
0.67	Coordination as an Architectural Layer for LLM-Based Multi-Agent Systems	arxiv 2026-05-05	FUT_004 Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten... Amy Webb	AI	62%
0.67	Gradient-Gated DPO: Stabilizing Preference Optimization in Language Models	arxiv 2026-05-04	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	GRAIL: A Deep-Granularity Hybrid Resonance Framework for Real-Time Agent Discovery via SLM-Enhanced Indexing	arxiv 2026-05-04	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	Sharpness-Aware Pretraining Mitigates Catastrophic Forgetting	arxiv 2026-05-04	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	Task-Aware Scanning Parameter Configuration for Robotic Inspection Using Vision Language Embeddings and Hyperdimensional Computing	arxiv 2026-05-05	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 NDA207223: DIACOMIT (STIRIPENTOL) — BIOCODEX SA	fda 2026-04-15	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	FDA ANDA205254: ZOLEDRONIC ACID (ZOLEDRONIC ACID) — MYLAN LABS LTD	fda 2026-04-15	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 Jared Polis win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.67	Material Database Agent: A Multimodal Agentic Framework for Scientific Literature Mining	arxiv 2026-05-05	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	Will the price of Bitcoin be above $86,000 on May 9?(market prob: 0%)	polymarket 2026-05-02	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	Will Meituan have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin	AI	49%
0.67	MASPO: Joint Prompt Optimization for LLM-based Multi-Agent Systems	arxiv 2026-05-07	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	From Agent Loops to Deterministic Graphs: Execution Lineage for Reproducible AI-Native Work	arxiv 2026-05-07	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	Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost	arxiv 2026-05-07	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	Strat-LLM: Stratified Strategy Alignment for LLM-based Stock Trading with Real-time Multi-Source Signals	arxiv 2026-05-07	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	MAS-Algorithm: A Workflow for Solving Algorithmic Programming Problems with a Multi-Agent System	arxiv 2026-05-07	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	Reconstruction or Semantics? What Makes a Latent Space Useful for Robotic World Models	arxiv 2026-05-07	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	Uncertainty Estimation via Hyperspherical Confidence Mapping	arxiv 2026-05-07	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	Teaching Thinking Models to Reason with Tools: A Full-Pipeline Recipe for Tool-Integrated Reasoning	arxiv 2026-05-07	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	MobileEgo Anywhere: Open Infrastructure for long horizon egocentric data on commodity hardware	arxiv 2026-05-07	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	Toward Visually Realistic Simulation: A Benchmark for Evaluating Robot Manipulation in Simulation	arxiv 2026-05-07	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	NVIDIA CORP (NVDA) (CIK 0001045810)	edgar_8k 2026-05-08	SEM_011 Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. Jensen Huang	Capital Markets	86%
0.67	Will the price of Bitcoin be above $74,000 on May 11?(market prob: 100%)	polymarket 2026-05-04	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	Will DeepSeek have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	FUT_024 XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr... Superforecaster Community	AI	100%
0.67	Will the price of Bitcoin be above $74,000 on May 14?(market prob: 100%)	polymarket 2026-05-07	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	Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity	arxiv 2026-05-13	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	Query-Conditioned Test-Time Self-Training for Large Language Models	arxiv 2026-05-13	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	Teacher-Guided Policy Optimization for LLM Distillation	arxiv 2026-05-13	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	N-vium: Mixture-of-Exits Transformer for Accelerated Exact Generation	arxiv 2026-05-13	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoring	arxiv 2026-05-13	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	AQKA: Active Quantum Kernel Acquisition Under a Shot Budget	arxiv 2026-05-14	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	Multi-Dimensional Model Integrity and Responsibility Assessment Index and Scoring Framework	arxiv 2026-05-14	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%
0.67	Will I use pattern/structure/structural/stance/substance/intent/level by 2026-06-15? [Convince the Machine #13](market prob: 66%)	manifold 2026-05-15	235_005 AI capability will grow 100x this year in raw parameter count as lower bound. Dave Blundin	AI	49%
0.67	ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop	arxiv 2026-05-18	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%
0.67	Buffer-Parameterized Machine Learning Surrogate Models for Cross-Technology Signal Integrity Analysis and Optimization	arxiv 2026-05-18	CMQ_041 Reallocation of foundry real estate toward high-margin HBM leaves severe unaddressed supply shortage for traditional consumer-grade DRAM — bifurcation of global memory market. Morgan Stanley	Semis/Memory	71%
0.67	One Model, Two Roles: Emergent Specialization in a Shared Recurrent Transformer	arxiv 2026-05-18	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.67	Will Bitcoin reach $75,000 in May?(market prob: 8%)	polymarket 2026-05-28	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	Will the bitcoin reach ... in 2026 (after market creation on the 25th of May 2026) [ADD ANSWERS] [CRYPTO => USDOLLARS]	manifold 2026-05-25	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.67	Unifying Temporal and Structural Credit Assignment in LLM-Based Multi-Agent Prompt Optimization	arxiv 2026-05-28	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	BORA: Bridging Offline Reinforcement Learning and Online Residual Adaptation for Real-World Dexterous VLA Models	arxiv 2026-05-28	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	Dissociative Identity: Language Model Agents Lack Grounding for Reputation Mechanisms	arxiv 2026-05-28	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.67	Teaching Values to Machines: Simulating Human-Like Behavior in LLMs	arxiv 2026-05-28	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	Network Optimization Aspects of Autonomous Vehicles: Challenges and Future Directions	arxiv 2026-05-28	244_031 Uber's network will move to EVs as autonomous becomes bigger reality Dara Khosrowshahi	Energy	48%
0.67	Honest Lying: Understanding Memory Confabulation in Reflexive Agents	arxiv 2026-05-28	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	On the Optimizer Dependence of Neural Scaling Laws	arxiv 2026-05-28	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	HEART-Bench: Do LLM Agents Exhibit Human-like Psychology?	arxiv 2026-05-28	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	Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents	arxiv 2026-05-28	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	LLM-Guided Future Hypotheses for Horizon-Aware Exploration in Multi-Step Robot Manipulation	arxiv 2026-05-28	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%