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103,951 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 382 of 452, 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
0.66	Will Elon Musk post 80-99 tweets from June 19 to June 26, 2026?(market prob: 0%)	polymarket 2026-06-16	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	FDA NDA021132: ZYVOX (LINEZOLID) — PFIZER	fda 2026-06-09	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	Will the price of Bitcoin be above $66,000 on June 23?(market prob: 6%)	polymarket 2026-06-16	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%
0.66	Will the price of Bitcoin be above $68,000 on June 23?(market prob: 1%)	polymarket 2026-06-16	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%
0.66	Will Bitcoin dip to $63,000 on June 22?(market prob: 5%)	polymarket 2026-06-22	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will Elon Musk post 160-179 tweets from June 19 to June 26, 2026?(market prob: 0%)	polymarket 2026-06-16	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Who will be the first Artemis astronaut to set foot on the Moon?	manifold 2026-06-23	COD_SPC_001 Artemis III flies as an Earth-orbit HLS/EVA suit test mission in 2027, not a lunar landing Codex Research Pack	Space	44%
0.66	TailorMind: Towards Preference-Aligned Multimodal Content Generation	arxiv 2026-06-22	232_007 TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. Dave Blundin	Media/Ads	32%
0.66	Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems	arxiv 2026-06-22	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%
0.66	Capable but Careless: Do Computer-Use Agents Follow Contextual Integrity?	arxiv 2026-06-22	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.66	MotionHalluc: Diagnosing Kinematic Hallucinations in Fine-Grained Motion Reasoning	arxiv 2026-06-22	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%
0.66	Physics-governed executable modelling of triboelectric nanogenerators	arxiv 2026-06-22	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%
0.66	The Unseen Hand: Manipulating Model Fairness and SHAP with Targeted Identity Re-Association Attacks	arxiv 2026-06-22	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%
0.66	Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking	arxiv 2026-06-21	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%
0.66	Governance Decay: How Context Compaction Silently Erases Safety Constraints in Long-Horizon LLM Agents	arxiv 2026-06-21	AI_006 True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro... Andrej Karpathy	AI	38%
0.66	Who Owns the AI Recommendation? A Multi-Industry Empirical Map of Brand Category Ownership Across Large Language Models	arxiv 2026-06-22	CYB_010 Agentic commerce will radically redistribute — not grow — the global commerce stack, severely affecting traditional software platforms, global payment processors, digital advertising networks, and physical logistics providers. Consumer delegation of pr... Morgan Stanley	Markets/Stocks	70%
0.66	FORGE: Fused On-Register Gradient Elimination for Memory-Efficient LLM Training	arxiv 2026-06-22	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.66	When AUC 0.998 Is Not Enough: A Candidate Evaluation Protocol for Hidden-State Probes of Indirect Prompt Injection in Multimodal Computer-Use Agents	arxiv 2026-06-22	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%
0.66	RLM-Cascade: Response-Level Speculative Decoding for Cost-Efficient LLM API Serving	arxiv 2026-06-22	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%
0.66	LSTM Variants for Chaotic Dynamical Systems: An Empirical Study on the Lorenz Attractor	arxiv 2026-06-21	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	RAVEN: Agentic RAG for Automated Vulnerability Repair	arxiv 2026-06-21	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.66	RAVEN: Agentic RAG for Automated Vulnerability Repair	arxiv 2026-06-21	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%
0.66	Scaling LLM Knowledge Boundaries via Distribution-Optimized Synthesis	arxiv 2026-06-22	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	Understanding Knowledge Distillation in Post-Training: When It Helps and When It Fails	arxiv 2026-06-22	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%
0.66	BLUEX v2: Benchmarking LLMs on Open-Ended Questions from Brazilian University Entrance Exams	arxiv 2026-06-21	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%
0.66	LIBERO-Safety: A Comprehensive Benchmark for Physical and Semantic Safety in Vision-Language-Action Models	arxiv 2026-06-22	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%
0.66	FDA ANDA215860: PANTOPRAZOLE SODIUM (PANTOPRAZOLE SODIUM) — MEITHEAL	fda 2026-06-15	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	Will the price of Bitcoin be above $60,000 on June 25?(market prob: 79%)	polymarket 2026-06-18	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%
0.66	GPT-5.6 released by July 10?(market prob: 53%)	manifold 2026-06-24	CMQ_013 A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher. Leopold Aschenbrenner	AI	40%
0.66	OpenThoughts-Agent: Data Recipes for Agentic Models	arxiv 2026-06-23	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%
0.66	A specialized reasoning large language model for accelerating rare disease diagnosis: a randomized AI physician assistance trial	arxiv 2026-06-23	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%
0.66	An Introduction to Causal Reinforcement Learning	arxiv 2026-06-23	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%
0.66	The Degeneracy Distillery	arxiv 2026-06-22	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.66	Sentence-Level Contextual Entrainment in Large Language Models	arxiv 2026-06-23	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%
0.66	Compact Object-Level Representations with Open-Vocabulary Understanding for Indoor Visual Relocalization	arxiv 2026-06-23	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%
0.66	NavWM: A Unified Navigation World Model for Foresight-Driven Planning	arxiv 2026-06-23	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%
0.66	Sim-to-Real Betting on the E-Process: Bringing "simulators" to anytime-valid confidence sequences	arxiv 2026-06-23	FUT_024 XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr... Superforecaster Community	AI	100%
0.66	Will the price of Ethereum be above $2,100 on June 26?(market prob: 0%)	polymarket 2026-06-19	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.66	Will the price of Bitcoin be above $56,000 on June 26?(market prob: 99%)	polymarket 2026-06-19	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%
0.66	Edges Before Embeddings: A Confidence-Aware Blur Gate for Vision-Language Pipelines	arxiv 2026-06-24	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%
0.66	Space-Efficient Language Generation in the Limit	arxiv 2026-06-24	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.66	GUI agent: Guided Exploration of User-Sensitive Screens	arxiv 2026-06-24	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%
0.66	Cliff Tokens: Identifying Single-Token Failure Triggers in LLM Mathematical Reasoning	arxiv 2026-06-24	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	LibEvoBench: Probing Temporal Knowledge Stratification in Code Generation Models	arxiv 2026-06-24	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%
0.66	Offline Multi-agent Continual Cooperation via Skill Partition and Reuse	arxiv 2026-06-24	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%
0.66	Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing	arxiv 2026-06-24	246_028 Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed. Alex Wissner-Gross	AI	42%
0.66	UC-Search: Risk-Aware Test-Time Search for Delayed Constrained Time-Series Control	arxiv 2026-06-24	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%
0.66	ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments	arxiv 2026-06-23	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.66	When Multi-Sensor Fusion Fails to Generalize: Cattle Posture Classification Under Animal-Level and Temporal Distribution Shift	arxiv 2026-06-23	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.66	Hierarchical Graph Learning for Calendar Spread Strategies in Commodity Futures Markets	arxiv 2026-06-24	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%