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86,658 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 186 of 382, 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
0.67	ReflectiChain: Epistemic Grounding in LLM-Driven World Models for Supply Chain Resilience	arxiv 2026-06-09	FUT_021 Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ... Superforecaster Community	AI	46%
0.67	On-sky demonstration of reinforcement learning for adaptive optics control	arxiv 2026-06-09	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.67	Rank Collapse, Fixed Points, and the Renormalization Group Structure of MLP Residual Networks	arxiv 2026-06-09	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%
0.67	Alignment Defends LLMs from Property Inference Attacks	arxiv 2026-06-08	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%
0.67	Compositional Generative Modeling from Decentralized Data	arxiv 2026-06-08	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%
0.67	FDA ANDA209829: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — ZYDUS PHARMS	fda 2026-06-05	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	Will the price of Bitcoin be above $62,000 on June 12?(market prob: 90%)	polymarket 2026-06-05	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will the price of Bitcoin be above $60,000 on June 13?(market prob: 99%)	polymarket 2026-06-06	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	PROJECTMEM: A Local-First, Event-Sourced Memory and Judgment Layer for AI Coding Agents	arxiv 2026-06-10	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%
0.67	Towards Responsibly Non-Compliant Machines	arxiv 2026-06-10	CMQ_019 Physical intervention (literally unplugging data centers) may be required once AI agents begin communicating in proprietary, non-human-decipherable languages. Eric Schmidt	Geopolitics	16%
0.67	Can Open-Source LLM Agents Replace Static Application Security Testing Tools? An Empirical Assessment	arxiv 2026-06-10	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%
0.67	When Roleplaying, Do Models Believe What They Say?	arxiv 2026-06-09	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%
0.67	The Dynamics of Human and AI-Generated Language: How Semantics Fluctuates across Different Timescales	arxiv 2026-06-09	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%
0.67	UniIntervene: Agentic Intervention for Efficient Real-World Reinforcement Learning	arxiv 2026-06-10	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%
0.67	DrivingAgent: Design and Scheduling Agents for Autonomous Driving Systems	arxiv 2026-06-10	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%
0.67	Will the price of Bitcoin be above $58,000 on June 13?(market prob: 100%)	polymarket 2026-06-06	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks	arxiv 2026-06-11	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%
0.67	Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Models	arxiv 2026-06-11	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%
0.67	Who Pays the Price? Stakeholder-Centric Prompt Injection Benchmarking for Real-world Web Agents	arxiv 2026-06-11	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%
0.67	An LLM System for Autonomous Variational Quantum Circuit Design	arxiv 2026-06-11	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.67	Different Layers, Different Manifolds: Module-Wise Weight-Space Geometry in Transformer Optimization	arxiv 2026-06-11	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	Modern analog computing for solving differential and matrix equations	arxiv 2026-06-11	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%
0.67	SciR: A Controllable Benchmark for Scientific Reasoning in LLMs	arxiv 2026-06-11	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%
0.67	WISE: A Long-Horizon Agent in Minecraft with Why-Which Reasoning	arxiv 2026-06-11	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%
0.67	"Did you lie?" Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms	arxiv 2026-06-10	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%
0.67	ProPlay: Procedural World Models for Self-Evolving LLM Agents	arxiv 2026-06-11	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%
0.67	Trait, Not State: The Durability of Reading Identity in Social Highlighting	arxiv 2026-06-11	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%
0.67	GENIE: A Fine-Grained Measure for Novelty	arxiv 2026-06-11	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.67	G-MAPP: GPU-accelerated Multi-Agent Planning and Perception for Reactive Motion Generation	arxiv 2026-06-10	ROB_012 The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p... David Holz	Semis	71%
0.67	DrivingAgent: Design and Scheduling Agents for Autonomous Driving Systems	arxiv 2026-06-10	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%
0.67	Will Elon Musk post 500+ tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will Elon Musk post 320-339 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	By when will there be an unresupplied crewed spacecraft flight longer than 150 days?	manifold 2026-06-14	TK15 SpaceX Starship Catastrophic Failure	—	12%
0.67	Will SpaxeX stock price reach $300 at any point before 2027?(market prob: 39%)	manifold 2026-06-14	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.67	Will Elon Musk post 320-339 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will the price of Bitcoin be above $56,000 on June 16?(market prob: 100%)	polymarket 2026-06-09	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Scalable Circuit Learning for Interpreting Large Language 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%
0.67	ATOM-Bench: A Real-World Benchmark for Atomic Skills and Compositional Generalization in Manipulation Policies	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%
0.67	A First-Principles Derivation of LLM Policy Optimization: From Expected Reward to GRPO and Its Structural Extensions	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%
0.67	The Proxy Knows Too Much: Sealing LLM API Routers with Attested TEEs	arxiv 2026-06-15	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%
0.67	AdaSTORM: Scaling LLM Reasoning on Dynamic Graphs via Adaptive Spatio-Temporal Multi-Agent Collaboration	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%
0.67	Agent trajectories as programs: fingerprinting and programming coding-agent behavior	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%
0.67	How Post-Training Shapes Biological Reasoning Models	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%
0.67	Mixtures of Subspaces for Bandwidth Efficient Context Parallel Training	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%
0.67	SAPS: Shared Autonomy for Policy Steering by Blending Teleoperation with a Pretrained VLA	arxiv 2026-06-14	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%
0.67	FDA NDA206321: SAXENDA (LIRAGLUTIDE) — NOVO	fda 2026-06-02	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	Will the price of Bitcoin be above $74,000 on June 19?(market prob: 0%)	polymarket 2026-06-12	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will AI be charged with a crime before 2027? [Polymarket](market prob: 6%)	manifold 2026-06-17	COD_AI_003 EU AI Act GPAI enforcement powers begin on 2026-08-02 without a blanket delay Codex Research Pack	Geopolitics	40%
0.67	Towards Understanding and Measuring COGNITIVE ATROPHY in LLM Behaviour	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%
0.67	OmniDrive: An LLM-Choreographed Multi-Agent World Model with Unified Latent Co-Compression for Multi-View Driving Video Generation	arxiv 2026-06-16	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%