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106,328 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 399 of 1970, 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
0.66	Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings	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%
0.66	PlanarBench: Evaluating LLM Spatial Reasoning via Planar Graph Drawing	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%
0.66	AutoMedBench: Towards Medical AutoResearch with Agentic AI Models	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%
0.66	Parameter-Efficient Fine-Tuning of Large Pretrained Models for Instance Segmentation Tasks	arxiv 2026-06-01	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.66	Collaborative Space Object Detection with Multi-Satellite Viewpoints in LEO Constellations	arxiv 2026-06-01	SPC_017 Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o... Jennifer Li	AI	63%
0.66	On the Limits of Token Reduction for Efficient Unified Vision Language Training	arxiv 2026-05-31	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.66	TimeBlocks: Foundational and Continual Time-Series Blockbase -- Extended Version	arxiv 2026-06-01	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%
0.66	Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning	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%
0.66	KDH-CAD: Knowledge-data hybrid CAD learning under data scarcity	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%
0.66	TVIR: Building Deep Research Agents Towards Text--Visual Interleaved Report Generation	arxiv 2026-06-01	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%
0.66	Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization	arxiv 2026-06-01	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%
0.66	CultureForest: Understanding and Evaluating Cultural Norm Grounded Reasoning in LLMs	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%
0.66	Before and After Temperature: A Distributional View of Creative LLM Generation	arxiv 2026-05-31	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.66	Don't Read Everything: A Curvature-Conditioned Query for Linear Attention	arxiv 2026-05-31	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%
0.66	BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution	arxiv 2026-05-31	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.66	Beyond Sinusoids: A Morlet Wavelet Framework for Transformer Positional Encoding	arxiv 2026-05-31	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention	arxiv 2026-05-31	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%
0.66	Efficient RAG with Intent-Aware Retrieval and Semantics-Preserving Chunking	arxiv 2026-05-31	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%
0.66	Implicit Geographic Inference in LLM Medical Triage: Language-Driven Disparities in Emergency Recommendations	arxiv 2026-05-31	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%
0.66	Child-directed speech facilitates production, not comprehension, in BabyLMs	arxiv 2026-05-31	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	Decoding in Order-Agnostic Language Models: Chain-Rule Deviation and Uniform Spreading	arxiv 2026-05-31	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Lost in Delusion: Examining LLM Safety Under User Delusions and Distress	arxiv 2026-05-31	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%
0.66	Will Elon Musk post 440-459 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.66	Will Elon Musk post 380-399 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.66	Will the price of XRP be above $1.10 on June 5?(market prob: 97%)	polymarket 2026-05-29	235_041 Anthropic implied valuation using PE ratio could be one quadrillion dollars. Dave Blundin	Markets/Stocks	28%
0.66	Will Elon Musk post 80-99 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Elon Musk post 100-119 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	230_022 Elon plans to produce tens of millions of robots per year in just a few years. Elon Musk	Robotics	22%
0.66	Will the price of Bitcoin be above $66,000 on June 6?(market prob: 2%)	polymarket 2026-05-30	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.66	Will the price of Bitcoin be above $68,000 on June 6?(market prob: 0%)	polymarket 2026-05-30	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.66	Will Elon Musk post 120-139 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Elon Musk post 140-159 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.66	Will Elon Musk post 160-179 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	TempoVLA: Learning Speed-Controllable Vision-Language-Action Policies	arxiv 2026-06-04	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%
0.66	RedKnot: Efficient Long-Context LLM Serving with Head-Aware KV Reuse and SegPagedAttention	arxiv 2026-06-04	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%
0.66	Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs	arxiv 2026-06-04	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%
0.66	Learning Geometric Representations from Videos for Spatial Intelligent Multimodal Large Language Models	arxiv 2026-06-04	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%
0.66	From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents	arxiv 2026-06-04	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%
0.66	When AI Says It Feels	arxiv 2026-06-04	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%
0.66	Safety Paradox: How Enhanced Safety Awareness Leaves LLMs Vulnerable to Posterior Attack	arxiv 2026-06-04	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%
0.66	SoCRATES: Towards Reliable Automated Evaluation of Proactive LLM Mediation across Domains and Socio-cognitive Variations	arxiv 2026-06-04	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%
0.66	Conformal Risk-Averse Decision Making with Action Conditional Guarantee	arxiv 2026-06-04	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%
0.66	Tangram: Unlocking Non-Uniform KV Cache for Efficient Multi-turn LLM Serving	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%
0.66	CASS-RTL: Correctness-Aware Subspace Steering for RTL Generation with LLMs	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%
0.66	CASS-RTL: Correctness-Aware Subspace Steering for RTL Generation with LLMs	arxiv 2026-06-04	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%
0.66	CLaaS: Continual learning as a service for sample efficient online learning	arxiv 2026-06-04	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%
0.66	LEVANTE-bench: Multi-Scale Comparison of VLMs to Children Using Cognitive Tasks (or, "Is Your VLM Smarter Than a 5th Grader?")	arxiv 2026-06-03	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.66	Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models	arxiv 2026-06-03	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%
0.66	Agentic Monte Carlo: Simulating Reinforcement Learning for Black-Box Agents	arxiv 2026-06-03	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%
0.66	Decomposing Factual Sycophancy in Language Models: How Size and Instruction Tuning Shape Robustness	arxiv 2026-06-04	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	Asuka-Bench: Benchmarking Code Agents on Underspecified User Intent and Multi-Round Refinement	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%