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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 257 of 1745, 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	MORL-A2C: Multi-Objective Reinforcement Learning Reranker for Optimizing Healthiness in MOPI-HFRS	arxiv 2026-06-22	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	SkyJEPA: Learning Long-Horizon World Models for Zero-Shot Sim-to-Real Control of Quadrotors	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%
0.66	FORGE: Fused On-Register Gradient Elimination for Memory-Efficient LLM Training	arxiv 2026-06-22	CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner	AI	50%
0.66	Reference-Free Assessment of Physical Consistency in World Model-based Video Generation	arxiv 2026-06-21	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	EnterpriseClawBench: Benchmarking Agents from Real Workplace Sessions	arxiv 2026-06-22	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	Synthesizing the Lombard Effect: Multi-Level Control of Speech Clarity and Vocal Effort in TTS	arxiv 2026-06-22	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%
0.66	SamatNext v0.2-B: An Exploratory Study of RMS-Normalized Hybrid Decoders for Curriculum Retention in Small Code Models	arxiv 2026-06-20	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.66	dVLA-RL: Reinforcement Learning over Denoising Trajectories for Discrete Diffusion Vision-Language-Action Models	arxiv 2026-06-22	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	Asymmetric physics enables efficient learning in quadrupedal robot swarms	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%
0.66	HERCULES: An Open-Source Simulation Framework for Heterogeneous Multi-Robot SLAM, Collaborative Perception, and Exploration	arxiv 2026-06-22	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.66	Integrated cloud-based architecture for robot-robot and human-robot collaboration using ROS 2--MQTT in Mediterranean Greenhouses	arxiv 2026-06-21	ROB_025 Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati... Peter Dannenberg	Biotech/Longevity	70%
0.66	Will the price of Bitcoin be above $68,000 on June 25?(market prob: 0%)	polymarket 2026-06-18	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	Will the price of Bitcoin be above $66,000 on June 26?(market prob: 0%)	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%
0.66	Will the price of Bitcoin be above $52,000 on June 25?(market prob: 100%)	polymarket 2026-06-18	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	Will Elon Musk post 480-499 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	LaGO: Latent Action Guidance for Online 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%
0.66	Themis: An explainable AI-enabled framework for Reinforcement Learning with Human Feedback	arxiv 2026-06-23	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	ASALT: Adaptive State Alignment for Lateral Transfer in Multi-agent Reinforcement Learning	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%
0.66	ASALT: Adaptive State Alignment for Lateral Transfer in Multi-agent Reinforcement Learning	arxiv 2026-06-23	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%
0.66	AutoSpec: Safety Rule Evolution for LLM Agents via Inductive Logic Programming	arxiv 2026-06-23	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%
0.66	Navigating User Behavior toward Personalized Multimodal Generation	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%
0.66	Neuro-Symbolic Drive: Rule-Grounded Faithful Reasoning for Driving VLAs	arxiv 2026-06-22	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 Task-Guided Conversational Graphs to Goal-Oriented Dialogue Runtimes	arxiv 2026-06-22	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	SkyJEPA: Learning Long-Horizon World Models for Zero-Shot Sim-to-Real Control of Quadrotors	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%
0.66	AI Fiction in the Wild	arxiv 2026-06-22	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.66	AI Fiction in the Wild	arxiv 2026-06-22	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	Will the price of Bitcoin be above $54,000 on June 26?(market prob: 100%)	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%
0.66	Will Elon Musk post 480-499 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.66	Will Elon Musk post 460-479 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%
0.66	Will the price of Ethereum be above $1,600 on June 26?(market prob: 34%)	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%
0.66	Will __ ships transit the Strait of Hormuz on any day by June 30? [Polymarket]	manifold 2026-06-25	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	SpeechEQ: Benchmarking Emotional Intelligence Quotient in Socially Aware Voice Conversational Models	arxiv 2026-06-24	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%
0.66	Quantization Inflates Reasoning: Token Inflation as a Hidden Cost of Low-Bit Reasoning Models	arxiv 2026-06-24	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	Offline Multi-agent Continual Cooperation via Skill Partition and Reuse	arxiv 2026-06-24	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	Reliability-Asymmetric Spacecraft Autonomy: Co-Designing a Capable Learned GNC Stack with a Verified, Adaptation-Aware Runtime Shield	arxiv 2026-06-24	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	Reliability-Asymmetric Spacecraft Autonomy: Co-Designing a Capable Learned GNC Stack with a Verified, Adaptation-Aware Runtime Shield	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%
0.66	Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing	arxiv 2026-06-24	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.66	Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing	arxiv 2026-06-24	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	RevengeBench: Reverse Engineering Code-Space Policies from Behavioral Experiments	arxiv 2026-06-24	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	Knowledge Cascade: Reverse Knowledge Distillation on Nonparametric Multivariate Functional Estimation	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%
0.66	Bridging Spherical Black-Box Optimizers	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%
0.66	Statistically Valid Hyperparameter Selection: From Tuning to Guarantees	arxiv 2026-06-24	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.66	Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion	arxiv 2026-06-23	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	Beyond Next-Observation Prediction: Agent-Authored World Modeling for Sequential Decision Making	arxiv 2026-06-24	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%
0.66	Will the price of Bitcoin be above $66,000 on June 27?(market prob: 0%)	polymarket 2026-06-20	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	Will Bitcoin reach $62,500 in June?(market prob: 36%)	polymarket 2026-06-25	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	Will the price of Bitcoin be above $60,000 on June 27?(market prob: 48%)	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%
0.66	E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation	arxiv 2026-06-25	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	On-board Remote-Sensing Foundation Models for Unsupervised Change Detection of Disaster Events	arxiv 2026-06-25	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.66	Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents	arxiv 2026-06-25	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%