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114,087 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 458 of 497, 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	Toward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement Learning	arxiv 2026-06-29	TK09 Energy Grid Cap (Data Center Power Wall)	—	35%
0.65	When Is a Draft Accepted? A Theory of Acceptance in Speculative Decoding	arxiv 2026-06-29	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.65	B3O: Scalable Boltzmann Batch Bayesian Optimization	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	Fractional Stochastic Neural Networks	arxiv 2026-06-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	DNA Language Models: An Assessment of Pre-Training for Fine-Tuning Tasks	arxiv 2026-06-29	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.65	Mixture of Debaters: Learn to Debate at Architectural Level in Multi-Agent Reasoning	arxiv 2026-06-28	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	The Complexity Ceiling Benchmark: A Multi-Domain Evaluation of Sequential Reasoning Under Depth Scaling	arxiv 2026-06-28	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	Representational Depth of Evaluation Awareness Shifts With Scale in Open-Weight Language Models	arxiv 2026-06-28	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.65	Data-Driven Modeling and Control for Tethered Space Systems with Koopman-Informed Graphs	arxiv 2026-06-29	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%
0.65	Data-Driven Modeling and Control for Tethered Space Systems with Koopman-Informed Graphs	arxiv 2026-06-29	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	PL-LIT: A LiDAR-Inertial-Thermal SLAM Using Point-Line Features and Thermographic Mapping	arxiv 2026-06-28	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	anthropics/anthropic-sdk-python v0.115.0	github_release 2026-06-30	231_001 Anthropic model family is closest to embodying the singularity and recursive self-improvement today. Alex Wissner-Gross	AI	41%
0.65	QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents	arxiv 2026-06-30	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	Review Residuals: Update-Conditioned Residual Gating for Transformers	arxiv 2026-06-30	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	Low-dimensional topology of deep neural networks	arxiv 2026-06-30	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	Evil Spectra: How Optimisers can Amplify or Suppress Emergent Misalignment	arxiv 2026-06-30	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%
0.65	From Failure to Alignment: A Requirements Engineering Framework for Machine Learning Systems	arxiv 2026-06-30	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	Learning to Select, Not Relearn: Hard-Routed Mixtures of Reasoning LoRAs	arxiv 2026-06-30	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	Deep Reinforcement Learning for Spacecraft Attitude Control During Atmospheric Re-Entry	arxiv 2026-06-30	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	Fora: From Weight-Space to Function-Space Protection in Capability-Preserving Fine-Tuning	arxiv 2026-06-30	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	SGD at the Edge of Stability: Stochastic Stabilization with Large Learning Rates	arxiv 2026-06-29	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	FDA NDA219304: ROMVIMZA (VIMSELTINIB) — DECIPHERA PHARMS	fda 2026-06-26	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.65	Will the price of Bitcoin be above $64,000 on July 3?(market prob: 2%)	polymarket 2026-06-26	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	Optimal scaling of MCMC algorithms: exploiting the symmetry of the Metropolis-Hastings formula	arxiv 2026-07-01	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.65	Neural Network-Based Estimation of Time-Dependent Parameters in AR(p) Processes	arxiv 2026-07-01	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	Information-Regularized Attention for Visual-Centric Reasoning	arxiv 2026-07-01	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	The Illusion of High Utility in Safety Alignment of Text-to-Image Diffusion Models	arxiv 2026-07-01	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	When AI meets quantum information: A comprehensive review	arxiv 2026-07-01	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	Mapping the Evaluation Frontier: An Empirical Survey of the Bias-Reliability Tradeoff Across Eleven Evaluator-Agent Conditions	arxiv 2026-07-01	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.65	Self-Organized Learning in Oscillatory Neural Networks with Memristive Signed Couplings	arxiv 2026-07-01	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	SNAP-FM: Sparse Nonlinear Accelerated Projection for Physics-Constrained Generative Modeling	arxiv 2026-06-30	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	Will Morocco reach the Quarterfinals at the 2026 FIFA World Cup?(market prob: 72%)	polymarket 2026-06-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.65	Will the price of Bitcoin be above $54,000 on July 5?(market prob: 100%)	polymarket 2026-06-28	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	Will the price of Bitcoin be above $66,000 on July 5?(market prob: 1%)	polymarket 2026-06-28	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	Will the price of Bitcoin be above $64,000 on July 5?(market prob: 18%)	polymarket 2026-06-28	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.65	EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments	arxiv 2026-07-02	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.65	The Dual Nature of LLM Persona: Aggregated Tendencies and Frame-Dependent Geometry	arxiv 2026-07-02	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.65	A$^{2}$utoLPBench: An Auto-Generated, Agent-Friendly LP Benchmark via Inverse-KKT Construction	arxiv 2026-07-02	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	Behind the Refusal: Determining Guardrail Activation via Behavioral Monitoring	arxiv 2026-07-02	AI_028 Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep... Jack Dorsey	Crypto	28%
0.65	InduceKV: Fixed-Footprint Continual Adaptation of Multimodal LLMs via Inducing KV Memories	arxiv 2026-07-02	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	ElephantAgent: Contextual State Continuity in Agentic Systems	arxiv 2026-07-02	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	An Exploratory Study on LLM-Generated Code and Comments in Code Repositories	arxiv 2026-07-02	INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy	AI	64%
0.65	Mixture-of-Parallelisms: Towards Memory-Efficient Training Stack for Mixture-of-Experts Models	arxiv 2026-07-02	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	Autonomous discovery of traffic laws with AI traffic scientists	arxiv 2026-07-02	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%
0.65	A More Accurate Algorithm Comparison through A/B Testing using Offline Evaluation Methods	arxiv 2026-07-02	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	Hybrid quantum-classical neural network for sentiment analysis	arxiv 2026-07-02	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.65	Hybrid quantum-classical neural network for sentiment analysis	arxiv 2026-07-02	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	Quantum-Inspired Vision: Leveraging Wave-Particle Duality for Low-Illumination Enhancement	arxiv 2026-07-02	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.65	Unlocking Speech-Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning	arxiv 2026-07-02	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	31%
0.65	VT-WAM: Visual-Tactile World Action Model for Contact-Rich Manipulation	arxiv 2026-07-02	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%