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83,930 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 127 of 1560, 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	anthropics/anthropic-sdk-python v0.74.1	github_release 2025-11-19	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.68	MicroStrategy sells any Bitcoin by May 31, 2026?(market prob: 1%)	polymarket 2026-05-05	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	An Agent-Oriented Pluggable Experience-RAG Skill for Experience-Driven Retrieval Strategy Orchestration	arxiv 2026-05-05	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	TRACE: A Metrologically-Grounded Engineering Framework for Trustworthy Agentic AI Systems in Operationally Critical Domains	arxiv 2026-05-05	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	TRACE: A Metrologically-Grounded Engineering Framework for Trustworthy Agentic AI Systems in Operationally Critical Domains	arxiv 2026-05-05	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	Agentic-imodels: Evolving agentic interpretability tools via autoresearch	arxiv 2026-05-05	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	Say the Mission, Execute the Swarm: Agent-Enhanced LLM Reasoning in the Web-of-Drones	arxiv 2026-05-05	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.68	Tailored Prompts, Targeted Protection: Vulnerability-Specific LLM Analysis for Smart Contracts	arxiv 2026-05-05	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%
0.68	ProgramBench: Can Language Models Rebuild Programs From Scratch?	arxiv 2026-05-05	IND_026 Non-coders and engineers alike must build for 'where the models are going, not where they are today' — 'this is the worst the models will ever be'. Next-generation models will 'eat your scaffolding for breakfast'; manual software configuration, standar... Kevin Weil	Labor/Jobs	61%
0.68	Ortho-Hydra: Orthogonalized Experts for DiT LoRA	arxiv 2026-05-05	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Making the Invisible Visible: Understanding the Mismatch Between Organizational Goals and Worker Experiences in AI Adoption	arxiv 2026-05-04	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.68	Trust, but Verify: Peeling Low-Bit Transformer Networks for Training Monitoring	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%
0.68	Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces	arxiv 2026-05-04	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%
0.68	Measuring AI Reasoning: A Guide for Researchers	arxiv 2026-05-04	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	Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training	arxiv 2026-05-04	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	The Impossibility Triangle of Long-Context Modeling	arxiv 2026-05-06	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	Anticipating Innovation Using Large Language Models	arxiv 2026-05-06	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.68	GlazyBench: A Benchmark for Ceramic Glaze Property Prediction and Image Generation	arxiv 2026-05-07	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	E = T*H/(O+B): A Dimensionless Control Parameter for Mixture-of-Experts Ecology	arxiv 2026-05-07	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%
0.68	When to Trust Imagination: Adaptive Action Execution for World Action Models	arxiv 2026-05-07	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	FunctionalAgent: Towards end-to-end on-top functional design	arxiv 2026-05-07	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	BioMedArena: An Open-source Toolkit for Building and Evaluating Biomedical Deep Research Agents	arxiv 2026-05-07	IND_012 NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical... Jensen Huang	Biotech/Longevity	68%
0.68	Crafting Reversible SFT Behaviors in Large Language Models	arxiv 2026-05-07	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	Efficient Serving for Dynamic Agent Workflows with Prediction-based KV-Cache Management	arxiv 2026-05-07	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	Architecture Shape Governs QNN Trainability: Jacobian Null Space Growth and Parameter Efficiency	arxiv 2026-05-07	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	ZAYA1-8B Technical Report	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%
0.68	Lattice fermion formulation via Physics-Informed Neural Networks: Ginsparg-Wilson relation and Overlap fermions	arxiv 2026-05-07	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 research-level math become a sport akin to chess before 2035?(market prob: 12%)	manifold 2026-05-09	SEM_035 World-class, AI-based mathematicians will emerge within a single year (by ~early 2027). Eric Schmidt	AI/Cognition	45%
0.68	Will a Chinese AI model become #1 by June 30? (market prob: 2%)	polymarket 2025-11-11	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.68	Evolutionary Task Discovery: Advancing Reasoning Frontiers via Skill Composition and Complexity Scaling	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%
0.68	Will Elon Musk post 100-119 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%
0.68	Harnessing Agentic Evolution	arxiv 2026-05-13	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	44%
0.68	Large Language Models Lack Temporal Awareness of Medical Knowledge	arxiv 2026-05-13	CMQ_009 Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity. Demis Hassabis	AI	60%
0.68	Controlling Logical Collapse in LLMs via Algebraic Ontology Projection over F2	arxiv 2026-05-13	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	Natural Synthesis: Outperforming Reactive Synthesis Tools with Large Reasoning Models	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%
0.68	Slower Generalization, Faster Memorization: A Sweet Spot in Algorithmic Learning	arxiv 2026-05-14	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	Exploring Geographic Relative Space in Large Language Models through Activation Patching	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%
0.68	FDA NDA212576: INQOVI (CEDAZURIDINE) — TAIHO ONCOLOGY	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%
0.68	Will Apple mention OpenAI or ChatGPT in its WWDC 2026 keynote?(market prob: 28%)	manifold 2026-05-16	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.68	Will Bitcoin reach $85,000 on May 17?(market prob: 0%)	polymarket 2026-05-17	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 Liz Cheney 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%
0.68	A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability	arxiv 2026-05-18	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	Continuous Diffusion Scales Competitively with Discrete Diffusion for Language	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Temporal Task Diversity: Inductive Biases Under Non-Stationarity in Synthetic Sequence Modelling	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Revisiting the Adam-SGD Gap in LLM Pre-Training: The Role of Large Effective Learning Rates	arxiv 2026-05-18	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	Will Bitcoin reach $75,000 in May?(market prob: 8%)	polymarket 2026-05-28	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	Trump goes to space in 2028? [Polymarket](market prob: 7%)	manifold 2026-05-28	COD_SPC_002 The next US crewed lunar surface landing occurs on Artemis IV in 2028 Codex Research Pack	Space	22%
0.68	What will be the first one-person company to reach a $1 billion valuation?	manifold 2026-05-25	246_005 OpenAI and Anthropic IPOs will head toward $1 trillion valuations. Peter Diamandis	Markets/Stocks	55%
0.68	What will be the first one-person company to reach a $1 billion valuation?	manifold 2026-05-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	BioRefusalAudit: Auditing Biosecurity Refusal Depth Using General and Domain-Fine-Tuned Sparse Autoencoders	arxiv 2026-05-28	CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt	Defense	17%