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78,926 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 92 of 349, 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
0.69	When Agents Handle Secrets: A Survey of Confidential Computing for Agentic AI	arxiv 2026-05-04	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%
0.69	Stable Agentic Control: Tool-Mediated LLM Architecture for Autonomous Cyber Defense	arxiv 2026-05-04	AUT_005 Fundamental convergence between autonomous AI, enterprise software, and global defense infrastructure — future geopolitical supremacy dictated entirely by algorithmic dominance rather than traditional kinetic military assets; autonomous drones, AI-driv... Ben Horowitz	Defense	73%
0.69	AcademiClaw: When Students Set Challenges for AI Agents	arxiv 2026-05-04	238_025 AI computer-use benchmarks (OSWorld, Tbench) have broken through human level Emad Mostaque	AI	45%
0.69	Beating the Style Detector: Three Hours of Agentic Research on the AI-Text Arms Race	arxiv 2026-05-04	236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang	Consumer	51%
0.69	Visibility-Aware Mobile Grasping in Dynamic Environments	arxiv 2026-05-04	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%
0.69	Will Elon Musk post 320-339 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 500+ 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%
0.69	Frontier Lag: A Bibliometric Audit of Capability Misrepresentation in Academic AI Evaluation	arxiv 2026-05-05	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%
0.69	Will Elon Musk post 120-139 tweets from May 5 to May 12, 2026?(market prob: 42%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 90-114 tweets from May 7 to May 9, 2026?(market prob: 0%)	polymarket 2026-05-04	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Bitcoin network hashrate go up in 24h?(market prob: 39%)	manifold 2026-05-08	SEM_039 Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory. Jack Dorsey	Semis/ASICs	83%
0.69	Correct Code, Vulnerable Dependencies: A Large Scale Measurement Study of LLM-Specified Library Versions	arxiv 2026-05-07	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.69	PoTAcc: A Pipeline for End-to-End Acceleration of Power-of-Two Quantized DNNs	arxiv 2026-05-07	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Creative Robot Tool Use by Counterfactual Reasoning	arxiv 2026-05-06	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%
0.69	Position: Embodied AI Requires a Privacy-Utility Trade-off	arxiv 2026-05-06	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%
0.69	Will Elon Musk post 220-239 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post <40 tweets from May 9 to May 11, 2026?(market prob: 71%)	polymarket 2026-05-07	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Bitcoin reach $86,000 May 4-10?(market prob: 0%)	polymarket 2026-05-04	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%
0.69	Will the price of Bitcoin be above $84,000 on May 11?(market prob: 3%)	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%
0.69	Will Elon Musk post 360-379 tweets from May 12 to May 19, 2026?(market prob: 0%)	polymarket 2026-05-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the price of Bitcoin be above $70,000 on May 14?(market prob: 100%)	polymarket 2026-05-07	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%
0.69	Will Elon Musk post 20-39 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%
0.69	Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs	arxiv 2026-05-12	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%
0.69	FDA NDA020515: ZOLADEX (GOSERELIN) — TERSERA	fda 2026-05-06	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.69	Will the price of Bitcoin be above $84,000 on May 15?(market prob: 4%)	polymarket 2026-05-08	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%
0.69	Gemini 3.5 released by May 31?(market prob: 91%)	polymarket 2026-02-09	246_029 Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026. Alex Wissner-Gross	AI	47%
0.69	Will Elon Musk post 380-399 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%
0.69	FDA ANDA210236: POMALIDOMIDE (POMALIDOMIDE) — HETERO LABS LTD V	fda 2026-04-27	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.69	Natural Synthesis: Outperforming Reactive Synthesis Tools with Large Reasoning Models	arxiv 2026-05-14	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%
0.69	Prompting Policies for Multi-step Reasoning and Tool-Use in Black-box LLMs with Iterative Distillation of Experience	arxiv 2026-05-14	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%
0.69	Will Elon Musk post <40 tweets from May 16 to May 18, 2026?(market prob: 0%)	polymarket 2026-05-14	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 65-89 tweets from May 16 to May 18, 2026?(market prob: 23%)	polymarket 2026-05-14	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will an all-reused European orbital launch vehicle reach orbit before 2040?(market prob: 30%)	manifold 2026-05-15	SPC_012 SpaceX will perfect orbital refueling architectures by 2027 — the critical prerequisite for future Mars missions, enabling Starship depot-based beyond-LEO operations. Peter Diamandis	Space	41%
0.69	LLMForge: Multi-Backend Hardware-Aware Neural Architecture Search with Infinite-Head Attention for Edge Language Models	arxiv 2026-05-17	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Unlocking the Working Memory of Large Language Models for Latent Reasoning	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%
0.69	Modularizing Educational LLM-Agency for Fostering Responsible Learning Assistance	arxiv 2026-05-28	IND_002 Educational systems must pivot from teaching skill acquisition and execution to teaching orchestration of agentic swarms and discovery of purpose — value accrues to individuals who master AI orchestration over traditional knowledge work; rendering trad... Alex Finn	Education	50%
0.69	Token Inflation: How Dishonest Providers Can Overcharge for Large Language Model Usage	arxiv 2026-05-28	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%
0.69	Notation Matters: A Benchmark Study of Token-Optimized Formats in Agentic AI Systems	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%
0.69	Convergence Theory for Iterative LLM-Based Neural Architecture Search: A Parametric Cross-Entropy Framework with Closed-Form Proxy Reliability	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%
0.69	Dissecting the Black Box: Circuit-Level Analysis of LLM Vulnerability Detection	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%
0.69	Realistic honeypot evaluations for scheming propensity	arxiv 2026-05-28	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.69	Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention	arxiv 2026-05-28	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.69	HTAM: Hierarchical Transition-Attended Memory for Operator Optimization	arxiv 2026-05-28	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%
0.69	Offloading Score: Measuring AI Reliance Through Counterfactual Workflows	arxiv 2026-05-28	IND_027 Ongoing 'reasoning boom' where scientific software development operates on a '20-80 human split' — AI handles 80% of cognitive labor, humans handle 20%, driving recursive self-improvement timelines toward the Singularity; fundamental inversion from hum... Eric Schmidt	Labor/Jobs	42%
0.69	Attention Asymmetry in AI Layoff Discourse on X: A Computational Analysis of Capital vs Labour Amplification	arxiv 2026-05-28	SPC_028 Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions failing to integrate agentic models — massive job displacement of over 1.1 million knowledge workers as AI automates their roles. Salim Ismail	Labor/Jobs	37%
0.69	When RL Suppresses Its Own Vocabulary: Recovering Reasoning Diversity in Puzzle-to-Math Transfer	arxiv 2026-05-28	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.69	MonoDuo: Using One Robot Arm to Learn Bimanual Policies	arxiv 2026-05-28	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%
0.69	Will George Clooney 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%
0.69	Will Elon Musk post 320-339 tweets from May 29 to June 5, 2026?(market prob: 0%)	polymarket 2026-05-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	FDA ANDA220499: ANDA220499 ((unspecified)) — ALEMBIC PHARMACEUTICALS LIMITED	fda 2026-05-13	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%