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65,257 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 48 of 1210, 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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Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

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Sim	Doc	Source	Pred	Domain	Prior
0.70	on the risks of ai in the workplace.htm	gdelt 2026-04-30	233_017 Reskilling using AI technology will be fundamentally critical for workforce. Peter Diamandis	Labor/Jobs	55%
0.70	Will Elon Musk post 420-439 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.70	Will Bitcoin reach $84,000 April 27-May 3?(market prob: 0%)	polymarket 2026-04-27	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%
0.70	Will the price of Bitcoin be above $86,000 on May 5?(market prob: 0%)	polymarket 2026-04-28	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%
0.70	Will the price of Bitcoin be above $70,000 on May 6?(market prob: 100%)	polymarket 2026-04-29	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%
0.70	Will Elon Musk post 140-159 tweets from May 1 to May 8, 2026?(market prob: 21%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.70	Will the price of Bitcoin be above $84,000 on May 6?(market prob: 2%)	polymarket 2026-04-29	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%
0.70	SkCC: Portable and Secure Skill Compilation for Cross-Framework LLM Agents	arxiv 2026-05-05	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%
0.70	AHPA: Adaptive Hierarchical Prior Alignment for Diffusion Transformers	arxiv 2026-05-05	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.70	cotomi Act: Learning to Automate Work by Watching You	arxiv 2026-05-04	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%
0.70	Stable Agentic Control: Tool-Mediated LLM Architecture for Autonomous Cyber Defense	arxiv 2026-05-04	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%
0.70	AIs and Humans with Agency	arxiv 2026-05-04	237_003 12 months in AI will be like 12 years; the next year will be wild. Alex Finn	AI	46%
0.70	Measuring AI Reasoning: A Guide for Researchers	arxiv 2026-05-04	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%
0.70	The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure	arxiv 2026-05-04	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%
0.70	CoRAL: Contact-Rich Adaptive LLM-based Control for Robotic Manipulation	arxiv 2026-05-04	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%
0.70	FDA ANDA211182: ANDA211182 ((unspecified)) — HETERO LABS LTD V	fda 2026-04-16	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.70	Will the price of Bitcoin be above $72,000 on May 8?(market prob: 100%)	polymarket 2026-05-01	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%
0.70	Will the US confirm that aliens exist by September 30?(market prob: 5%)	polymarket 2026-04-20	240_045 White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer) Alex Wissner-Gross	Geopolitics	39%
0.70	Will the price of Bitcoin be above $72,000 on May 9?(market prob: 100%)	polymarket 2026-05-02	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%
0.70	Will SpaceX exercise its $60B acquisition option for Cursor before December 31, 2026?(market prob: 76%)	manifold 2026-05-05	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.70	When AI Meets Science: Research Diversity, Interdisciplinarity, Visibility, and Retractions across Disciplines in a Global Surge	arxiv 2026-05-07	CMQ_021 AI has transitioned from a thematic technology disruption to a primary macroeconomic variable influencing global GDP, credit markets, and industrial expansion. Morgan Stanley	Macro/Economy	71%
0.70	Strat-LLM: Stratified Strategy Alignment for LLM-based Stock Trading with Real-time Multi-Source Signals	arxiv 2026-05-07	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.70	Intentmaking and Sensemaking: Human Interaction with AI-Guided Mathematical Discovery	arxiv 2026-05-07	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%
0.70	Reconstruction or Semantics? What Makes a Latent Space Useful for Robotic World Models	arxiv 2026-05-07	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%
0.70	Multi-Robot Coordination in V2X Environments	arxiv 2026-05-07	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%
0.70	Will Bitcoin reach $84,000 May 4-10?(market prob: 1%)	polymarket 2026-05-04	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%
0.70	Will Elon Musk post 260-279 tweets from May 8 to May 15, 2026?(market prob: 0%)	polymarket 2026-05-05	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.70	Will Elon Musk post 0-19 tweets from May 15 to May 22, 2026?(market prob: 0%)	polymarket 2026-05-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.70	On the Importance of Multistability for Horizon Generalization in Reinforcement Learning	arxiv 2026-05-12	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%
0.70	Will the price of Bitcoin be above $84,000 on May 16?(market prob: 0%)	polymarket 2026-05-09	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%
0.70	Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement	arxiv 2026-05-14	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%
0.70	Will Graham Platner win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.70	Will the price of Bitcoin be above $76,000 on May 20?(market prob: 83%)	polymarket 2026-05-13	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%
0.70	Can machine learning for quantum-gas experiments be explainable?	arxiv 2026-05-18	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%
0.70	AMARIS: A Memory-Augmented Rubric Improvement System for Rubric-Based Reinforcement Learning	arxiv 2026-05-18	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%
0.70	Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning	arxiv 2026-05-18	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	61%
0.70	Will 2+ bots beat master league in 2026?(market prob: 32%)	manifold 2026-05-27	239_002 AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latest Elon Musk	AI	44%
0.70	Anchorless Diversification for Parallel LLM Ideation	arxiv 2026-05-28	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%
0.70	Learning to Choose: An Empowerment-Guided Multi-Agent System with semantic communication for Adaptive Method Selection	arxiv 2026-05-28	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%
0.70	Toward AI Systems That Understand Self and Others: A Multi-Phase Inference Framework for Human Cognitive Diversity and World-Model Alignment	arxiv 2026-05-28	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%
0.70	The Little Book of Generative AI Foundations: An Intuitive Mathematical Primer	arxiv 2026-05-28	AI_025 Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps. Mark Cuban	AI	60%
0.70	Honest Lying: Understanding Memory Confabulation in Reflexive Agents	arxiv 2026-05-28	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%
0.70	anthropics/anthropic-sdk-python v0.104.1	github_release 2026-05-22	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.70	Will MNX let people trade Anthropic futures before Anthropic goes public?(market prob: 61%)	manifold 2026-06-02	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.70	Characterization of Multi-Model Agentic AI Systems on General Tasks via Trace-Driven Simulation	arxiv 2026-06-01	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%
0.70	Distilling Neuro-Symbolic Programs into 3D Multi-modal LLMs	arxiv 2026-05-31	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%
0.70	Task Structure Reverses Layerwise State Encoding in Sequence Models	arxiv 2026-05-30	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%
0.70	Sample-efficient Low-level Motion Planning for Robotic Manipulation Tasks via Zero-shot Transfer Learning	arxiv 2026-06-04	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%
0.70	Self-Commitment Latency: A Reward-Free Probe for Prompted Implicit Hacking	arxiv 2026-06-04	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%
0.70	What Objects Enable, Not What They Are: Functional Latent Spaces for Affordance Reasoning	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%