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79,555 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 111 of 351, 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
0.68	An Augmented Reality Brain-Robot Interface for Generalist Robot Arm Manipulation	arxiv 2026-06-15	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	29%
0.68	Identification of a Physics-Based Electrical Power Consumption Model for the Unitree G1 Humanoid Arm	arxiv 2026-06-14	S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030	humanoid_deployment	20%
0.68	IsabeLLM: Automated Theorem Proving Applied to Formally Verifying Consensus	arxiv 2026-06-16	231_027 Algorithmic arbitration with cryptographic verification will create programmable governments. Salim Ismail	Other	44%
0.68	EAGG: Embodiment-Aligned Grasp Generation via Geometry-Aware Graph Conditioning	arxiv 2026-06-16	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%
0.68	A Framework for Evaluating Agentic Skills at Scale	arxiv 2026-06-16	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%
0.68	A Framework for Evaluating Agentic Skills at Scale	arxiv 2026-06-16	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%
0.68	EComAgentBench: Benchmarking Shopping Agents on Long-Horizon Tasks with Distributed Hidden Intent	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%
0.68	Can LLMs Be CEOs? Benchmarking Strategic Resource Reallocation with Multi-Role Agent Simulation	arxiv 2026-06-16	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%
0.68	Dissecting model behavior through agent trajectories	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%
0.68	Uncertainty Quantification for Flow-Based Vision-Language-Action 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%
0.68	Performance-Driven Environment Abstraction with Multi-Timescale Learning	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%
0.68	ChLogic: Evaluating Robustness of Logical Reasoning in Chinese Expressions	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%
0.68	EBench: Elemental Diagnosis of Generalist Mobile Manipulation Policies	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%
0.68	From Ad Hoc Pilots to Repeatable Patterns: Structuring Drone Collaboration in Emergency Services with DroneLets	arxiv 2026-06-16	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%
0.68	HumanoidArena: Benchmarking Egocentric Hierarchical Whole-body Learning	arxiv 2026-06-16	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.68	AdsMind: A Physics-Grounded Multi-Agent System for Self-Correcting Discovery of Adsorption Configurations on Heterogeneous Catalyst Surfaces	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%
0.68	Decoupling Search from Reasoning: A Vendor-Agnostic Grounding Architecture for LLM Agents	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%
0.68	Improving Human-Robot Teamwork in Urban Search and Rescue Through Episodic Memory of Prior Collaboration	arxiv 2026-06-17	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%
0.68	Beyond Reward Engineering: A Data Recipe for Long-Context Reinforcement Learning	arxiv 2026-06-17	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%
0.68	Generating Natural and Expressive Robot Gestures through Iterative Reinforcement Learning with Human Feedback using LLMs	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%
0.68	Structure Over Nonlinearity: Explicit Interaction Architectures for Dynamical Learning	arxiv 2026-06-17	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%
0.68	Adaptive Speech-to-Spike Encoding for Spiking Neural Networks	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%
0.68	Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications	arxiv 2026-06-16	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%
0.68	LLM Parameters for Math Across Languages: Shared or Separate?	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%
0.68	When will Starship flight 15 happen?	manifold 2026-06-19	246_015 Elon will launch Starship toward Mars this year (2026, cited from Elon). Elon Musk	Space	36%
0.68	Will SpaceX launch Starship Flight 13 before August 1, 2026?(market prob: 30%)	manifold 2026-06-18	246_015 Elon will launch Starship toward Mars this year (2026, cited from Elon). Elon Musk	Space	36%
0.68	Efficient and Sound Probabilistic Verification for AI Agents	arxiv 2026-06-18	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%
0.68	UltraQuant: 4-bit KV Caching for Context-Heavy Agents	arxiv 2026-06-18	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%
0.68	LLM agent safety, multi-turn red-teaming, jailbreak benchmarks, adversarial robustness, safety-critical systems	arxiv 2026-06-18	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%
0.68	The Algorithmic-Human Manager: AI, Apps, and Workers in the Indian Gig Economy	arxiv 2026-06-18	ROB_017 Self-driving vehicles and autonomous systems will begin completely replacing human gig workers within 10-15 years — a major societal challenge for millions of drivers reliant on ride-share platforms, necessitating new paradigms for on-demand, AI-assist... Dara Khosrowshahi	Labor/Jobs	55%
0.68	Multi-Agent Transactive Memory	arxiv 2026-06-18	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%
0.68	Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents	arxiv 2026-06-18	CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn	AI	55%
0.68	Efficiently Representing Algorithms With Chain-of-Thought Transformers	arxiv 2026-06-18	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.68	AI4SE and SE4AI Exploration: A Decade Looking Back and Forward	arxiv 2026-06-17	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%
0.68	Direct Advantage Estimation for Scalable and Sample-efficient Deep Reinforcement Learning	arxiv 2026-06-18	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%
0.68	Learning universal approximations for partial differential equations with Physics-Informed Broad Learning System	arxiv 2026-06-18	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%
0.68	Agentic AutoResearch forSpace Autonomy: An Auditable, LLM-Driven Research Agent for Aerospace Control Problems	arxiv 2026-06-18	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%
0.68	SCAN-Planner: Spatial Collision-Aware Local Planning for Route-Guided Long-Range Quadruped Navigation	arxiv 2026-06-17	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%
0.68	Will Elon Musk post 280-299 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 420-439 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Kraken have the highest IPO Market Cap 2026?(market prob: 0%)	polymarket 2026-02-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Kraken have the highest IPO Market Cap 2026?(market prob: 0%)	polymarket 2026-02-02	S_IPO_TRILLION_2028 First $1T+ IPO in 2028	ipo_trillion_plus	25%
0.68	Will Elon Musk post 115-139 tweets from June 20 to June 22, 2026?(market prob: 0%)	polymarket 2026-06-18	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will the price of Bitcoin be above $74,000 on April 30?(market prob: 95%)	polymarket 2026-04-23	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	Will Bitcoin reach $90,000 in April?(market prob: 0%)	polymarket 2026-04-02	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Will Ineffable Intelligence release a paper or model before SSI?(market prob: 59%)	manifold 2026-04-28	232_054 SSI (Ilya Sutskever's company), if successful, will change a lot of things. Ben Horowitz	AI	42%
0.68	Will I get a girlfriend in the year 2026(market prob: 15%)	manifold 2026-04-23	232_013 Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity. Jimmy Ba	AI	47%
0.68	openai revenue miss ripples p 132038121.html	gdelt 2026-04-30	246_005 OpenAI and Anthropic IPOs will head toward $1 trillion valuations. Peter Diamandis	Markets/Stocks	55%
0.68	Will Google have the best AI model at the end of May 2026?(market prob: 1%)	polymarket 2026-04-13	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.68	Will a new MAI model be released by April 30, 2026?(market prob: 100%)	polymarket 2026-04-09	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%