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94,964 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 269 of 415, 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 460-479 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will the price of Bitcoin be above $70,000 on June 25?(market prob: 0%)	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	Will Elon Musk post 480-499 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	ScaleToT: Generalizing Structured LLM Reasoning for Billion-Scale Low-Activity User Modeling	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	Reinforcement Learning for Computer-Use Agents with Autonomous Evaluation	arxiv 2026-06-23	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.66	CrossPool: Efficient Multi-LLM Serving for Cold MoE Models through KV-Cache and Weight Disaggregation	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	LemonHarness Technical Report	arxiv 2026-06-23	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%
0.66	Towards Version-aware Operations and Transaction Memories for Multi-layer MeMo	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	Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate	arxiv 2026-06-22	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	MGI: Member vs Generated Inference	arxiv 2026-06-22	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Closing the Loop: Formally Verified Law as a Reward Signal for Self-Improving Legal AI	arxiv 2026-06-22	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%
0.66	ParaPairAudioBench: Paralinguistic Pairwise Audio Benchmark for LALM-as-a-Judge	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	NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers?	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 Evaluation Cost of Task Specialization in Evolutionary Multi-Robot Systems	arxiv 2026-06-23	229_019 Humanoids will dominate the plurality of all robots; other form factors will be niche. Brett Adcock	Robotics	30%
0.66	Verifiable Foundation Models for Robot Safety	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	Will the price of Bitcoin be above $68,000 on June 26?(market prob: 0%)	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	Will Elon Musk post 460-479 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	When will Bitcoin hit $150K?	manifold 2026-06-25	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	34%
0.66	Model Forensics: Investigating Whether Concerning Behavior Reflects Misalignment	arxiv 2026-06-24	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	SpeechEQ: Benchmarking Emotional Intelligence Quotient in Socially Aware Voice Conversational Models	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	AI Snitches Get Glitches: Towards Evading Agentic Surveillance	arxiv 2026-06-24	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	Offline Multi-agent Continual Cooperation via Skill Partition and Reuse	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	Agentic Knowledge Tracing: A Multi-Agent LLM Architecture for Stealth Assessment of Financial Literacy in Serious Games	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	Elo-Disentangled Player-Style Embeddings for Human Chess via Rating-Conditioned Residual Move Model	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	Do vision-language models search like humans? Reasoning tokens as a reaction-time analog in classic visual-search paradigms	arxiv 2026-06-23	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.66	The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order	arxiv 2026-06-23	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%
0.66	How Large Language Models Source Brand Reputation Across Languages and Markets	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	Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints	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	StairMaster: Learning to Conquer Risky Hollow Stairs for Agile Quadrupedal Robots	arxiv 2026-06-24	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	Commerge: Communication-Efficient, Robust, and Fast LiDAR Map Merging Framework for Multi-Robot Coordination in Resource-Constrained Scenarios	arxiv 2026-06-24	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	Will Elon Musk post <40 tweets from June 25 to June 27, 2026?(market prob: 16%)	polymarket 2026-06-22	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.66	Will Elon Musk post 65-89 tweets from June 25 to June 27, 2026?(market prob: 6%)	polymarket 2026-06-22	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.66	Will Mistral have the best AI model at the end of July 2026?(market prob: 0%)	polymarket 2026-06-03	SEM_023 No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027. Joseph Moore	Semis/Markets	63%
0.66	Will Bitcoin dip to $54,000 June 22-28?(market prob: 0%)	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 Flexmode raise at $100M valuation before December 2026?(market prob: 81%)	manifold 2026-06-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.66	Prompt Injection in Automated Résumé Screening with Large Language Models: Single and Multi-Injection Settings	arxiv 2026-06-25	CYB_017 Prompt engineering evolves into a specialized commerce vector — marketplaces (PromptBase-style) emerge where skilled practitioners sell highly optimized, reliable text descriptions; proving AI displaces execution but rewards precise instructional logic... David Holz	Labor/Jobs	55%
0.66	E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation	arxiv 2026-06-25	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%
0.66	A Process Harness for Uplifting Legacy Workflows to Agentic BPM: Design and Realization in CUGA FLO	arxiv 2026-06-25	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%
0.66	Chai: Agentic Discovery of Cryptographic Misuse Vulnerabilities	arxiv 2026-06-25	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	Memory Depth, Not Memory Access: Selective Parametric Consolidation for Long-Running Language Agents	arxiv 2026-06-25	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	A Multi-Level Validation and Traceability Framework for AI-Generated Telescope Scheduling Decisions	arxiv 2026-06-25	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.66	EvoOptiGraph: Weakness-Driven Coevolution via Graph-Based Structural Generation for Optimization Modeling	arxiv 2026-06-25	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	PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting	arxiv 2026-06-25	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	CascadeFormer: Depth-Tapered Transformers Motivated by Gradient Fan-in Asymmetry	arxiv 2026-06-25	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	The Inattentional Gap: Task-Conditioned Language and Vision Models Omit the Safety-Critical Signals They Can Otherwise Report	arxiv 2026-06-25	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%
0.66	Adaptive Evaluation of Out-of-Band Defenses Against Prompt Injection in LLM Agents	arxiv 2026-06-25	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%
0.66	Play2Perfect: What Matters in Dexterous Play Pretraining for Precise Assembly?	arxiv 2026-06-24	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%
0.66	OpenFinGym: A Verifiable Multi-Task Gym Environment for Evaluating Quant Agents	arxiv 2026-06-24	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	Graph Neural Networks Applications Across Domains: All Insights You Need	arxiv 2026-06-25	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	Graph Neural Networks Applications Across Domains: All Insights You Need	arxiv 2026-06-25	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%