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103,951 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 388 of 1925, 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	NICE: A Theory-Grounded Diagnostic Benchmark for Social Intelligence of LLMs	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%
0.66	OccamToken: Efficient VLM Inference with Training-Free and Budget-Adaptive Token Pruning	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%
0.66	Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion	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%
0.66	SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones?	arxiv 2026-05-28	238_012 OpenAI aspires to have 100 AI scientists winning 100 Nobel Prizes Kevin Weil	AI	38%
0.66	Resolution Diagnostics for Paired LLM Evaluation	arxiv 2026-05-28	FUT_001 Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters by November 2026 per ForecastBench linear-extrapolation of current learning curves; 95% CI stretches Dec 2025 to Jan 2028. Validation metric: LLMs achie... Superforecaster Community	AI	48%
0.66	Fingerprinting Inference Systems of Large Language Models	arxiv 2026-05-28	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	AMDP: Asynchronous Multi-Directional Pipeline Parallelism for Large-Scale Models Training	arxiv 2026-05-28	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.66	Neural-Behavioral Representation of Natural Whole-body Movement in Monkeys	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%
0.66	A Theoretical and Experimental Study of a Novel Adaptive Learning Algorithm	arxiv 2026-05-28	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.66	COMPOSE: Composing Future Theorems from Citations and Formal Structure	arxiv 2026-05-28	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.66	COMPOSE: Composing Future Theorems from Citations and Formal Structure	arxiv 2026-05-28	ROB_003 AI will allow humanity to complete the next 25 years of scientific discovery in just 5 years — effectively bringing 2050-era science to 2030. Already manifesting in resolution of long-standing mathematical proofs (e.g. Erdős problems) via advanced reas... Kevin Weil	AI	45%
0.66	HEART-Bench: Do LLM Agents Exhibit Human-like Psychology?	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%
0.66	Minimal Prompt Perturbations Lead to Code Vulnerabilities: Prompt Fragility and Hidden-State Signals in Coding LLMs	arxiv 2026-05-28	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.66	On Asymmetric Optimization of Reasoning and Perception in Vision-Language Model Post-Training	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%
0.66	Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation	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%
0.66	VLAConf: Calibrated Task-Success Confidence for Vision-Language-Action Models	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%
0.66	Distributed Non-Uniform Scaling Control of Multi-Agent Formation with Dynamic Agent Joining	arxiv 2026-05-28	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.66	CA-AC-MPC: CUDA-Accelerated Actor-Critic Model Predictive Control	arxiv 2026-05-27	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	Will Ethereum reach $2,200 May 25-31?(market prob: 0%)	polymarket 2026-05-25	247_001 xAI will IPO at $2 trillion valuation this coming summer Peter Diamandis	AI	42%
0.66	Will Bitcoin be higher than right now, exactly 7 days from now?(market prob: 4%)	manifold 2026-05-29	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 3?(market prob: 42%)	polymarket 2026-05-27	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 440-459 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 Bitcoin dip to $65,000 in June?(market prob: 100%)	polymarket 2026-06-01	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	2nd largest company end of September 2026?	manifold 2026-06-01	236_003 Jobs will get whisked away in many firms in 2026 Andrew Yang	Labor/Jobs	49%
0.66	FDA NDA203049: ARGATROBAN (ARGATROBAN) — HIKMA PHARM CO LTD	fda 2026-05-15	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	Will Elon Musk post 120-139 tweets from May 29 to June 5, 2026?(market prob: 0%)	polymarket 2026-05-26	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 120-139 tweets from May 29 to June 5, 2026?(market prob: 0%)	polymarket 2026-05-26	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.66	Will the price of Bitcoin be above $78,000 on June 3?(market prob: 0%)	polymarket 2026-05-27	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	Bitcoin $60k in June?(market prob: 99%)	manifold 2026-06-02	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	Bitcoin $65K in June?(market prob: 99%)	manifold 2026-06-02	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	Bridging the Sim-to-Real Gap in Semiconductor Visual Program Synthesis via Input Binarization	arxiv 2026-06-01	242_011 New non-lithography semiconductor techniques discovered within 1-2 years, manufactured at scale in 5-7 years Dave Blundin	AI	46%
0.66	An Abstract Worlds Semantic Framework for Belief Change Operators	arxiv 2026-06-01	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%
0.66	Rethinking Evaluation Paradigms in IBP-based Certified Training	arxiv 2026-06-01	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
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%