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111,300 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 443 of 2062, 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	Adaptive and Explicit safe: Triggering Latent Safety Awareness in Large Reasoning Models	arxiv 2026-06-15	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	Tensor-Coord: Algebraic Decomposition of Joint Plan Tensors for Conflict-Free Multi-Agent LLM Planning	arxiv 2026-06-15	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	SPRI: SVD-Partitioned Residual Initialization for Data-Constrained MoE Upcycling	arxiv 2026-06-15	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	Training and Evaluating Diffusion Policies with Long Context Lengths	arxiv 2026-06-15	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	The Quality-Utility Paradox: Why High-Reward Data Impairs Small Model Mathematical Reasoning	arxiv 2026-06-15	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%
0.65	Rhythm of the Deep: A Computational-Linguistic Test of Duality of Patterning in Sperm Whale Codas	arxiv 2026-06-15	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	Mind-Studio: Executable World Models with Lookahead Evaluation for Partially Observable Games	arxiv 2026-06-14	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.65	Auditing Reward Hackability in Code RL Training Environments	arxiv 2026-06-14	IND_001 Single operators utilizing low-cost hardware (e.g., $600 Mac Minis) will be able to replicate the output of entire enterprise teams, drastically reducing the friction of multi-million-dollar software development — leading to total dissolution of middle... Alex Finn	Labor/Jobs	48%
0.65	Do Safety Monitors Stay Reliable After an Update? Benchmarking and Predicting Activation-Monitor Staleness	arxiv 2026-06-14	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%
0.65	Hierarchical Advantage Weighting for Online RL Fine-Tuning of VLAs from Sparse Episode Outcomes	arxiv 2026-06-15	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	Hierarchical Advantage Weighting for Online RL Fine-Tuning of VLAs from Sparse Episode Outcomes	arxiv 2026-06-15	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	MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents	arxiv 2026-06-15	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%
0.65	Hidden Degradation Costs in Energy-Cost-Only HEMS Optimisation: Study on Battery and PV Sensitivity	arxiv 2026-06-14	FUT_011 By 2050: solar PV generation costs plunge below 0.5 cents per kWh in optimal geographic locations; below 1 cent per kWh across vast majority of globe; even in poorest-irradiance/highest-regulatory-burden regions costs not exceeding 1.5 cents per kWh. 2... Ramez Naam	Energy	45%
0.65	GRACE-DS: a Guarded Reward-guided Agent Correction Environment in Data Science	arxiv 2026-06-14	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	p-PSO: A Penalized Particle Swarm Optimization Technique for Finding D-Optimal Designs with Mixed Factors in Generalized Linear Models	arxiv 2026-06-14	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%
0.65	Contrastive-Difference CKA Reveals Concept-Specific Structural Alignment Across Language Model Architectures	arxiv 2026-06-15	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	GRACE: Step-Level Benchmark for Faithful Reasoning over Context	arxiv 2026-06-15	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	Bridging the Usability Gap: Lessons from Interpreting Studies for Machine Interpreting Design	arxiv 2026-06-14	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	Beyond English: Uncovering the Multilingual Gap in Vision-Language-Action Models	arxiv 2026-06-14	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%
0.65	DIFF-IPPO: Diffusion-Based Informative Path Planning with Open-Vocabulary Belief Maps	arxiv 2026-06-15	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%
0.65	Reinforcement Learning with Inner-loop Dynamics Estimator for Aerial Manipulation under Uncertainty	arxiv 2026-06-15	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	Will Bitcoin (BTC-USD) close above $65,000 on July 31, 2026?(market prob: 59%)	manifold 2026-06-12	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%
0.65	Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers	arxiv 2026-06-16	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.65	A Red-Team Study of Anthropic Fable 5 & Opus 4.8 Models	arxiv 2026-06-16	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	Security and Privacy Prompts in the Wild: What Users Ask LLMs and How LLMs Respond	arxiv 2026-06-16	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	Catastrophic Forgetting is Low-Rank: A Function-Space Theory for Continual Adaptation	arxiv 2026-06-16	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	LoopCoder-v2: Only Loop Once for Efficient Test-Time Computation Scaling	arxiv 2026-06-16	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	AnchorKV: Safety-Aware KV Cache Compression via Soft Penalty with a Refusal Anchor	arxiv 2026-06-16	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	A homotopy-type-theoretic generalization of neurosymbolic inference	arxiv 2026-06-16	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	Reversal Q-Learning	arxiv 2026-06-16	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.65	Unlocking LLM Code Correction with Iterative Feedback Loops	arxiv 2026-06-16	230_040 AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly. Peter Diamandis	AI	27%
0.65	Unlocking LLM Code Correction with Iterative Feedback Loops	arxiv 2026-06-16	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%
0.65	NarrativeWorldBench: A Frontier-Saturated Benchmark and a Latent World Model for Long-Horizon Co-Creative Audio Drama	arxiv 2026-06-16	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	Transformer-Based Warm-Starting for Feasible and Optimal Terminal Approach to Tumbling Objects with Space Manipulators	arxiv 2026-06-15	CYB_030 Deploying agentic processing capabilities directly into orbit via the Vera Rubin Space-1 Module eliminates terrestrial data-routing bottlenecks but introduces extreme engineering challenges — dissipating computational heat purely through thermal radiat... Jensen Huang	Space	33%
0.65	Finite-Time Queue Peak Laws in Stochastic Networks: Logarithmic Scaling After Geometric Thresholds	arxiv 2026-06-16	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	INI-VPINN: A Variational Physics-Informed Neural Network with Implicit Neumann and Interface Handling for Multi-Material Domains with Geometric Singularities	arxiv 2026-06-16	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%
0.65	Damage Adaptation in Seconds for Architected Materials	arxiv 2026-06-16	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	Variable-Width Transformers	arxiv 2026-06-16	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.65	GameCraft-Bench: Can Agents Build Playable Games End-to-End in a Real Game Engine?	arxiv 2026-06-16	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%
0.65	Environment-Grounded Automated Prompt Optimization for LLM Game Agents	arxiv 2026-06-16	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	Closing the Loop: PID Feedback Control for Interpretable Activation Steering in Symbolic Music Generation	arxiv 2026-06-17	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	Code-Augur: Agentic Vulnerability Detection via Specification Inference	arxiv 2026-06-17	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	Veriphi: Attack-Guided Neural Network Verification with Dataset-Dependent Training Methods	arxiv 2026-06-16	SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba	AI/Hardware	71%
0.65	Redact or Keep? A Fully Local AI Cascade for Educational Dialogue De-Identification	arxiv 2026-06-16	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	Giskard : Byzantine Robust and Confidential Aggregation for Large-Scale Decentralized Learning	arxiv 2026-06-17	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	Geometric and Stochastic Analysis of Discontinuities in Sparse Mixture-of-Experts	arxiv 2026-06-17	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	Learning Augmented Exact Exponential Algorithms	arxiv 2026-06-17	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%
0.65	MetaboNet-Bench: A Multi-modal Benchmark for Glucose Forecasting in Type 1 Diabetes	arxiv 2026-06-17	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%
0.65	TS-Fault: Benchmarking Time Series Forecasters Against Structural Faults	arxiv 2026-06-16	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%
0.65	Evaluating Prompting-Based Defenses Against Domain-Camouflaged Injection Attacks	arxiv 2026-06-16	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%