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116,327 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 480 of 2154, 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
0.65	cuSBF: A Minimizer-Aware Bloom Filter for Genomic Sequence Data on Modern GPUs	arxiv 2026-06-23	CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz	AI	77%
0.65	Learning Action Priors for Cross-embodiment Robot Manipulation	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%
0.65	OncoSynth: Synthetic data generation for treatment effect estimation in oncology	arxiv 2026-06-24	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.65	Agentic Knowledge Tracing: A Multi-Agent LLM Architecture for Stealth Assessment of Financial Literacy in Serious Games	arxiv 2026-06-24	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...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%
0.65	RAVEN: Long-Horizon Reasoning & Navigation with a Visuo-Spatio-Temporal Memory	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%
0.65	GCT-MARL: Graph-Based Contrastive Transfer for Sample-Efficient Cooperative Multi-Agent Reinforcement Learning	arxiv 2026-06-23	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%
0.65	GCT-MARL: Graph-Based Contrastive Transfer for Sample-Efficient Cooperative 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%
0.65	Erased, but Not Gone: Output Forgetting Is Not True Forgetting	arxiv 2026-06-23	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%
0.65	ROAD-VLA: Robust Online Adaptation via Self-Distillation for Vision-Language-Action Models	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%
0.65	Statistically Valid Hyperparameter Selection: From Tuning to Guarantees	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%
0.65	The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order	arxiv 2026-06-23	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.65	RoboAtlas: Contextual Active SLAM	arxiv 2026-06-24	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.65	G2DP: Diffusion Planning with Spatio-Temporal Grid Guidance	arxiv 2026-06-24	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.65	MAPL: Multi-Objective Preference Learning for Robot Locomotion	arxiv 2026-06-24	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.65	Iran successfully targets shipping by June 27?(market prob: 99%)	polymarket 2026-06-25	TK06 China-Taiwan Military Conflict	—	8%
0.65	An Empirical Study of LLM-Generated Specifications for VeriFast	arxiv 2026-06-25	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.65	Reinforcement Learning without Ground-Truth Solutions can Improve LLMs	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%
0.65	Kolmogorov Arnold networks (KAN) for aerodynamic prediction: a comparison with MLPs and GNNs	arxiv 2026-06-25	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.65	LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration	arxiv 2026-06-25	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	Fast LeWorldModel	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%
0.65	OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning	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%
0.65	Bridging Performance and Generalization in Reinforcement Learning for Agile Flight	arxiv 2026-06-25	242_059 Self-flying eVTOLs will be the norm given AI safety advantages Dave Blundin	Auto/Transport	45%
0.65	Improving Vision-Language-Action Model Fine-Tuning with Structured Stage and Keyframe Supervision	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%
0.65	G2DP: Diffusion Planning with Spatio-Temporal Grid Guidance	arxiv 2026-06-24	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.65	OmniContact: Chaining Meta-Skills via Contact Flow for Generalizable Humanoid Loco-Manipulation	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%
0.65	Will Bitcoin dip to $57,000 on June 29?(market prob: 1%)	polymarket 2026-06-29	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.65	Google model beats Anthropic on LMArena by EOY26(market prob: 30%)	manifold 2026-06-29	247_060 Anthropic will win over OpenAI via better/smarter AI regardless of installed base Dave Blundin	AI	50%
0.65	anthropics/anthropic-sdk-python v0.113.0	github_release 2026-06-29	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.65	Will Bitcoin dip to $57,000 on June 30?(market prob: 4%)	polymarket 2026-06-30	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.65	Pessimism's Paradox: Conservative Offline Training Amplifies Reward Hacking During Online Adaptation in Reasoning Models	arxiv 2026-06-29	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%
0.65	Transformer Architectures as Complete Bayes Processes: A Formal Proof in the Measure-Theoretic Kernel Framework	arxiv 2026-06-29	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.65	Beyond Drug Discovery: The Nanotechnology Molecular Optimization (NMO) Benchmark	arxiv 2026-06-29	231_019 Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years. Alex Wissner-Gross	Other	39%
0.65	Little Brains, Big Feats: Exploring Compact Language Models	arxiv 2026-06-29	INF_072 There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently. Demis Hassabis	AI	40%
0.65	SAGA: Scene-Aware, Goal-Evolving Agents for Long-Horizon CivRealm Strategy Planning	arxiv 2026-06-29	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%
0.65	Trust Your Instincts: Confidence-Driven Test-Time RL for Vision-Language-Action Models	arxiv 2026-06-29	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%
0.65	Experience Graphs: The Data Foundation for Self-Improving Agents	arxiv 2026-06-29	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%
0.65	Diagnosing and Mitigating Context Rot in Long-horizon Search	arxiv 2026-06-29	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%
0.65	Unlocking the Visual Record of Materials Science: A Large-Scale Multimodal Dataset from Scientific Literature	arxiv 2026-06-29	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%
0.65	Agent-Computer Observation Interfaces Enable Dynamic Computer Use	arxiv 2026-06-28	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.65	Attractor States Emerge in Multi-Turn LLM Conversations	arxiv 2026-06-29	236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang	Consumer	51%
0.65	On the Vulnerability of Parameter-Level Defenses to Model Merging	arxiv 2026-06-29	246_028 Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed. Alex Wissner-Gross	AI	42%
0.65	OLIVE: View-Augmented Latent Prediction with Waveform Reconstruction for Speech SSL	arxiv 2026-06-29	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%
0.65	Extrapolating from Regularised Solutions for Solving Ill-Conditioned Linear Systems in Machine Learning	arxiv 2026-06-29	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%
0.65	MemDelta: Controlled Baselines and Hidden Confounds in Agent Memory Evaluation	arxiv 2026-06-29	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%
0.65	STEMGym: Benchmarking Sequential Decision-Making under Dose Budgets in Autonomous Electron Microscopy	arxiv 2026-06-28	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%
0.65	Speculative Pre-Positioning: Decoding Stateful Sessions to the Next Decision Point Off the Critical Path	arxiv 2026-06-28	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.65	Reinforcement Learning in Super Mario Bros: Curriculum, Pedagogy, and Optimal Level Design in World 1-1	arxiv 2026-06-28	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%
0.65	CaresAI at CT-DEB26: Detecting Dosing Errors In Clinical Trials Using Domain-Specific Transformer Embeddings and Classification Models	arxiv 2026-06-29	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.65	DNA Language Models: An Assessment of Pre-Training for Fine-Tuning Tasks	arxiv 2026-06-29	IND_012 NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical... Jensen Huang	Biotech/Longevity	68%
0.65	Smooth Scaling Laws Hide Stepwise Token Learning	arxiv 2026-06-29	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%