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107,075 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 406 of 466, 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	ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers	arxiv 2026-06-22	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently	arxiv 2026-06-22	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	Closed-loop Auto Research for Molecular Property Prediction: Discovering and Certifying Generalizable Improvements	arxiv 2026-06-22	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	33%
0.66	Text Dictates, Music Decorates: Energy-based Attention for Editable Dance Motion Generation	arxiv 2026-06-22	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	Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do	arxiv 2026-06-21	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	Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do	arxiv 2026-06-21	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	Enabling Cloud-Level Accuracy in Edge AI through IoT Data Preprocessing	arxiv 2026-06-21	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	VADAOrchestra: Neurosymbolic Orchestration of Adaptive Reasoning Workflows	arxiv 2026-06-21	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	Neural Networks as Linear Regression: An Introduction for Statisticians	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%
0.66	Leveraging AutoML for Sustainable Deep Learning: A Multi-Objective HPO Approach on Deep Shift Neural Networks	arxiv 2026-06-22	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	LSTM Variants for Chaotic Dynamical Systems: An Empirical Study on the Lorenz Attractor	arxiv 2026-06-21	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	RAVEN: Agentic RAG for Automated Vulnerability Repair	arxiv 2026-06-21	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	Reinforcement learning to improve large language model-based automated code compliance systems	arxiv 2026-06-21	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	What are Key Factors for Updates in RL for LLM Reasoning?	arxiv 2026-06-21	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	PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems	arxiv 2026-06-21	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	How Does Research Evolve? Tracing Cross-Domain Trajectories in NLP, ML, and CV with Claim-Grounded Typed Citations	arxiv 2026-06-21	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	How Does Research Evolve? Tracing Cross-Domain Trajectories in NLP, ML, and CV with Claim-Grounded Typed Citations	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	Flatness Preserves Instruction Following in Vision-Language-Action 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%
0.66	Cloak: Zero-Shot Cross-Embodiment Manipulation by Masking the End-Effector from the VLA	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	Will Elon Musk post 120-139 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	GPT-5.6 released by July 10?(market prob: 53%)	manifold 2026-06-24	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.66	How many times will New Glenn launch in 2027?	manifold 2026-06-22	COD_SPC_002 The next US crewed lunar surface landing occurs on Artemis IV in 2028 Codex Research Pack	Space	22%
0.66	Grading the Grader: Lessons from Evaluating an Agentic Data Analysis System	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%
0.66	UniDrive: A Unified Vision-Language and Grounding Framework for Interpretable Risk Understanding in Autonomous Driving	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%
0.66	AI-PAVE-Br: Leveraging Large Language Models for Enhanced Product Attribute Value Extraction through a Golden Set Approach	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%
0.66	Navigating User Behavior toward Personalized Multimodal Generation	arxiv 2026-06-23	232_007 TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. Dave Blundin	Media/Ads	32%
0.66	Lightweight Transformer Models for On-Device Fault Detection: A Benchmark Study on Resource-Constrained Deployment	arxiv 2026-06-23	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.66	An Introduction to Causal Reinforcement Learning	arxiv 2026-06-23	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.66	T2D-Bench: Evidence-Gated Evaluation of LLM Outputs for Type 2 Diabetes Using a Multi-Layer Clinical-Lifestyle Knowledge Graph	arxiv 2026-06-23	CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis	AI	49%
0.66	Blockwise Policy-Drift Gating for On-Policy Distillation	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	Offline Reinforcement Learning for Warehouse SLAM Throughput Control	arxiv 2026-06-22	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.66	Mind the Heads: Topological Representation Alignment for Multimodal LLMs	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	When Top-1 Fails: Calibrating LoRA Monitors for Masked Diffusion LMs	arxiv 2026-06-23	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Machine Learning Modeling for Real-Time Melt Pool Monitoring in Laser Powder Bed Fusion Additive Manufacturing: A Hybrid Approach	arxiv 2026-06-22	INF_035 Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo... Fabric8Labs (NEA / Intel Capital funded)	Semis	65%
0.66	MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models	arxiv 2026-06-23	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.66	Compact Object-Level Representations with Open-Vocabulary Understanding for Indoor Visual Relocalization	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%
0.66	TurboMPC: Fast, Scalable, and Differentiable Model Predictive Control on the GPU	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%
0.66	Topological Online Learning for Displacement-based Formation Control	arxiv 2026-06-22	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	Will Bitcoin dip to $58,000 June 22-28?(market prob: 13%)	polymarket 2026-06-22	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	Name something AI has gotten crazy good at in the last year. (Bilt Rent Free Jul 1, 2026)	manifold 2026-06-25	SEM_037 For any job you can do on the other side of a screen, AI will probably be able to do it better, faster, and cheaper by next year (2026-2027). Emad Mostaque	Labor/Jobs	47%
0.66	Will Claude Code support the .agents/skills/ standard before 2027?(market prob: 22%)	manifold 2026-06-25	SEM_036 World-class AI programmers will appear within 1-2 years (by 2027-2028). Eric Schmidt	AI/Cognition	70%
0.66	Uncertainty Quantification for Computer-Use Agents: A Benchmark across Vision-Language Models and GUI Grounding Datasets	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	FactorLibrary: From Polynomials to Circuits via Recursive Subgoals	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	UC-Search: Risk-Aware Test-Time Search for Delayed Constrained Time-Series Control	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	ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments	arxiv 2026-06-23	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	Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention	arxiv 2026-06-24	230_038 AI will be net super-humanizing long-term despite short-term substitution effects. Alex Wissner-Gross	AI	42%
0.66	What's in an Earth Embedding? An Explainability Analysis of Location Encoders	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%
0.66	From Forecasting Leaderboards to Deployment Decisions: A Fail-Closed Certification Protocol	arxiv 2026-06-23	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.66	The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order	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%
0.66	When Certainty Is an Artifact: Keyword Lexicon Blindness and the (Mis)Measurement of Rhetorical Stance	arxiv 2026-06-24	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%