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94,071 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 237 of 412, 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	From Pixels to Concepts: Growing Rich 3D Semantic Scene Graph Forests utilizing Foundation Models	arxiv 2026-06-22	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	FDA ANDA204246: FYREMADEL (GANIRELIX ACETATE) — SUN PHARM	fda 2026-06-16	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 26?(market prob: 90%)	polymarket 2026-06-19	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%
0.67	Will Elon Musk post 460-479 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.67	Will the price of Bitcoin be above $66,000 on June 26?(market prob: 0%)	polymarket 2026-06-19	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 Elon Musk post 480-499 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Themis: An explainable AI-enabled framework for Reinforcement Learning with Human Feedback	arxiv 2026-06-23	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	ASALT: Adaptive State Alignment for Lateral Transfer in Multi-agent Reinforcement Learning	arxiv 2026-06-23	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	Are Safety Guarantees in Neural Networks Safe? How to Compute Trustworthy Robustness Certifications	arxiv 2026-06-22	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.67	Closing the Loop: Formally Verified Law as a Reward Signal for Self-Improving Legal AI	arxiv 2026-06-22	CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor	Crypto	26%
0.67	SHERLOC: Structured Diagnostic Localization for Code Repair Agents	arxiv 2026-06-23	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	UOL@IDEM at BEA 2026 Shared Task 1: Neural Fusion and Feature-Rich Modeling for L1-Aware Vocabulary Difficulty Prediction	arxiv 2026-06-23	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	MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models	arxiv 2026-06-23	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	Explaining Failures of Cyber-Physical Systems with Actual Causality	arxiv 2026-06-23	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	Legible and Intuitive Multi-modal Robot State and Intent Communication Validated in Online and Real-world Studies	arxiv 2026-06-23	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	Will Elon Musk post 140-159 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Name something AI has gotten crazy good at in the last year. (Bilt Rent Free Jul 1, 2026)	manifold 2026-06-25	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.67	When will Bitcoin hit $150K?	manifold 2026-06-25	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%
0.67	InvestPhilBench: A Multi-Layer Dynamic Benchmark for Evaluating Large Language Model Procedural Reasoning in Expert Investment Philosophy	arxiv 2026-06-24	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	InvestPhilBench: A Multi-Layer Dynamic Benchmark for Evaluating Large Language Model Procedural Reasoning in Expert Investment Philosophy	arxiv 2026-06-24	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.67	TopoCast: A Topological Fidelity Framework for Evaluating Transformer-Based Time Series Forecasting	arxiv 2026-06-24	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	What Actually Works for Spacecraft Fault-Tolerant Control: An Honest Settled-Gate Benchmark of Learned and Classical Methods	arxiv 2026-06-24	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	Uncertainty-aware reinforcement learning for chemical language models	arxiv 2026-06-23	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	Statistically Valid Hyperparameter Selection: From Tuning to Guarantees	arxiv 2026-06-24	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	The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order	arxiv 2026-06-23	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	Curvature-Guided Mixing for MLLM Adaptation	arxiv 2026-06-23	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	Beyond Function Calling: Benchmarking Tool-Using Agents under Tool-Environment Unreliability	arxiv 2026-06-24	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	MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models	arxiv 2026-06-23	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	Commerge: Communication-Efficient, Robust, and Fast LiDAR Map Merging Framework for Multi-Robot Coordination in Resource-Constrained Scenarios	arxiv 2026-06-24	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	Resonant false vacuum decay in two dimensions on a 4000-qubit quantum annealer	arxiv 2026-06-24	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 $66,000 on June 27?(market prob: 0%)	polymarket 2026-06-20	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%
0.67	What year will Starship launch at least as many times as Falcon 9?	manifold 2026-06-26	SPC_013 As 15th NASA Administrator (confirmed December 2025), Isaacman predicts NASA will launch astronauts into space every 6-9 months via commercial partnerships — plus aggressive reinforcement of lunar-lander programs to establish a permanent surface presen... Jared Isaacman	Space	46%
0.67	When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models	arxiv 2026-06-25	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models	arxiv 2026-06-25	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	LCAi: Life Cycle Assessment with big data fusion and retrieval-augmented generation-assisted interpretation	arxiv 2026-06-25	FUT_019 Global market rapidly accelerates bio-industrial circumvention of fractured supply chains 2026-2031: combination of Webb agentic LAMs overseeing vast bio-reactors powered by sub-cent-per-kWh solar energy creates highly-localized completely-autonomous i... Multi-Forecaster Synthesis	Biotech/Longevity	31%
0.67	AIGP: An LLM-Based Framework for Long-Term Value Alignment in E-Commerce Pricing	arxiv 2026-06-25	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.67	HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization	arxiv 2026-06-25	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	The Inattentional Gap: Task-Conditioned Language and Vision Models Omit the Safety-Critical Signals They Can Otherwise Report	arxiv 2026-06-25	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	Data-driven Machine Learning Cannot Reach Symbolic-level Logical Reasoning -- The Limit of the Scaling Law	arxiv 2026-06-24	241_019 AI scaling laws have not hit an asymptote yet Eric Schmidt	AI	51%
0.67	Knowledge-augmented Agentic AI for Mental Health Medication Information Seeking	arxiv 2026-06-24	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	Empirical Software Engineering TerraProbe: A Layered-Oracle Framework for Detecting Deceptive Fixes in LLM-Assisted Terraform	arxiv 2026-06-25	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	VibeAct: Vibration to Actions for Contact-Rich Reactive Robot Dexterity	arxiv 2026-06-25	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	Inference-Time Robot Behavior Steering through Physically-Aware Reconfiguration of Task-Structure	arxiv 2026-06-25	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	Scaling Nonlinear Optimization: Many Problems One GPU	arxiv 2026-06-24	ROB_012 The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p... David Holz	Semis	71%
0.67	Will the price of Bitcoin be above $62,000 on June 28?(market prob: 4%)	polymarket 2026-06-21	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 Elon Musk post 500+ tweets from June 30 to July 7, 2026?(market prob: 0%)	polymarket 2026-06-27	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Will Elon Musk post 480-499 tweets from June 30 to July 7, 2026?(market prob: 0%)	polymarket 2026-06-27	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Will Bitcoin hit $150k by June 30, 2026?(market prob: 0%)	polymarket 2025-08-07	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%
0.67	Will Bitcoin dip to $65,000 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%
0.67	Will Elon Musk post 160-179 tweets from April 24 to May 1, 2026?(market prob: 11%)	polymarket 2026-04-21	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%