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80,311 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 132 of 353, 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	AdaPlanBench: Evaluating Adaptive Planning in Large Language Model Agents under World and User Constraints	arxiv 2026-06-04	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	GRAIL: Gradient-Reweighted Advantages for Reinforcement Learning with Verifiable Rewards	arxiv 2026-06-03	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	Optimizing the Cost-Quality Tradeoff of Agentic Theorem Provers in Lean	arxiv 2026-06-03	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	Carrollian holography with agentic AI: Real mass is imaginary	arxiv 2026-06-03	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	Will Elon Musk post 180-199 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	MicroStrategy announces >1000 BTC purchase June 2-8?(market prob: 86%)	polymarket 2026-06-01	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%
0.68	Will May 2026 U.S. personal income rise at least 0.4% month-over-month?(market prob: 31%)	manifold 2026-06-05	INF_047 2026 US GDP growth will land in a robust 4.6%–6.2% range — driven primarily by AI-driven productivity gains and massive physical-infrastructure capex. Chamath Palihapitiya	Macro/Economy	31%
0.68	Re-imagining ISO 26262 in the Age of Autonomous Vehicles: Enhancing Controllability through Transferability and Predictability	arxiv 2026-06-05	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 Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective	arxiv 2026-06-05	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	The Geometry of Last-Layer Model Stealing	arxiv 2026-06-05	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.68	The Geometry of Last-Layer Model Stealing	arxiv 2026-06-05	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	Will Elon Musk post 360-379 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Difference-Aware Retrieval Policies for Imitation Learning	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%
0.68	Multi-Turn Evaluation of Deep Research Agents Under Process-Level Feedback	arxiv 2026-06-08	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	Targeting World Models to Compromise Robot Learning Pipelines	arxiv 2026-06-08	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	Emergent alignment and the projectability of ethical personas	arxiv 2026-06-08	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	MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation	arxiv 2026-06-08	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	Context Rot in AI-Assisted Software Development: Repurposing Documentation Consistency for AI Configuration Artifacts	arxiv 2026-06-08	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	Context-Fractured Decomposition Attacks on Tool-Using LLM Agents: Exploiting Artifact Provenance Gaps	arxiv 2026-06-08	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.68	Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles	arxiv 2026-06-08	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Toward Signing Activity Projection in Sign Language Interaction	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%
0.68	From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory	arxiv 2026-06-07	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	Scaffold Effects on GAIA: A Controlled Comparison	arxiv 2026-06-07	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.68	iMaC: Translating Actions into Motion and Contact Images for Embodied World Models	arxiv 2026-06-08	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	Goal Sets, Not Goal States: Queryable Robot Goals through Goal-Set Hindsight Relabeling	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%
0.68	PhysAgent: Automating Physics-Based 4D Synthesis via Trajectory-Grounded Multi-Agent Feedback	arxiv 2026-06-07	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	When Video Misreads: Closed-Loop Distillation of Reading Heuristics for Exploratory Manipulation Trace QA	arxiv 2026-06-07	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	FDA ANDA217298: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — MSN	fda 2026-06-03	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will the price of Bitcoin be above $60,000 on June 11?(market prob: 83%)	polymarket 2026-06-04	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 Elon Musk post 280-299 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Flaws in the LLM Automation Narrative	arxiv 2026-06-09	FUT_001 Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters by November 2026 per ForecastBench linear-extrapolation of current learning curves; 95% CI stretches Dec 2025 to Jan 2028. Validation metric: LLMs achie... Superforecaster Community	AI	48%
0.68	Towards Autonomous Accelerator Design: FPGA Accelerator Generation with SECDA	arxiv 2026-06-09	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	Modeling Complex Behaviors: Multi-Personality Composition and Dynamic Switching in Vision-Language Models	arxiv 2026-06-09	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	Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook	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%
0.68	Moonshine: An Autonomous Mathematical Research Agent Centered on Conjecture Generation	arxiv 2026-06-09	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	HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning	arxiv 2026-06-09	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	HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning	arxiv 2026-06-09	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	ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level Combinatorics	arxiv 2026-06-09	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	Predicting Future Behaviors in Reasoning Models Enables Better Steering	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%
0.68	Do LLMsMakeNeural Distinguishers Wise?	arxiv 2026-06-09	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	ParaBridge: Bridging Paralinguistic Perception and Dialogue Behavior in Speech Language Models	arxiv 2026-06-09	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	ros2probe: Non-intrusive, Kernel-selective Observability for Robot Operating System 2 Middleware	arxiv 2026-06-09	S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030	humanoid_deployment	20%
0.68	HiMem-WAM: Hierarchical Memory-Gated World Action Models for Robotic Manipulation	arxiv 2026-06-09	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	MARCH: Model-Assisted Reinforcement Learning for the Perceptive Control of Humanoids over Sparse Footholds	arxiv 2026-06-09	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%
0.68	Efficient-WAM: A 1B-Parameter World-Action Model with Low-Cost Future Imagination	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%
0.68	Robotic Nonprehensile Object Transportation with a Hanging Tray	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%
0.68	Will Elon Musk post 380-399 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will SpaceX launch a non-SpaceX payload on Starship before 2030?(market prob: 43%)	manifold 2026-06-10	ROB_023 SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. Gwynne Shotwell	Space	58%
0.68	IntElicit: Eliciting and Assessing Contextualized Creativity via Dialogue Policy Optimization	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%
0.68	Generalization Hacking: Models Can Game Reinforcement Learning by Preventing Behavioral Generalization	arxiv 2026-06-10	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%