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103,108 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 347 of 449, 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
0.66	Will the price of Bitcoin be above $80,000 on May 20?(market prob: 1%)	polymarket 2026-05-13	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	AMARIS: A Memory-Augmented Rubric Improvement System for Rubric-Based Reinforcement Learning	arxiv 2026-05-18	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.66	When Outcome Looks Right But Discipline Fails: Trace-Based Evaluation Under Hidden Competitor State	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	56%
0.66	Modelling Customer Trajectories with Reinforcement Learning for Practical Retail Insights	arxiv 2026-05-18	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	Heterogeneous Tasks Offloading in Vehicular Edge Computing: A Federated Meta Deep Reinforcement Learning Approach	arxiv 2026-05-18	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.66	Generative Adversarial Learning from Deterministic Processes	arxiv 2026-05-18	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%
0.66	L-Drive: Beyond a Single Mapping-Latent Context Drives Time Series Forecasting	arxiv 2026-05-18	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	Will Elon Musk post 80-99 tweets from May 26 to June 2, 2026?(market prob: 0%)	polymarket 2026-05-23	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Elon Musk post 180-199 tweets from May 26 to June 2, 2026?(market prob: 1%)	polymarket 2026-05-23	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Bitcoin dip to $30,000 in May?(market prob: 0%)	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%
0.66	Will Elon Musk post 100-119 tweets from May 26 to June 2, 2026?(market prob: 0%)	polymarket 2026-05-23	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will the S&P500 be within 1% of all time high at the end of June 2026?(market prob: 53%)	manifold 2026-05-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.66	Will there be a physical protest at Discord headquarters before 2028?(market prob: 38%)	manifold 2026-05-24	238_061 Massive social unrest / trough in 2026-2027, rebound in 2028 Dave Blundin	Macro/Economy	50%
0.66	Will the United States unemployment rate exceed 30% any time before 2040?(market prob: 30%)	manifold 2026-05-24	238_017 Uber will automate approximately 30% of its employment this year (2026) Dara Khosrowshahi	Labor/Jobs	51%
0.66	SchGen: PCB Schematic Generation with Semantic-Grounded Code Representations	arxiv 2026-05-28	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.66	Enhancing Multi-Agent Communication through Attention Steering with Context Relevance	arxiv 2026-05-28	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	Enhancing Multi-Agent Communication through Attention Steering with Context Relevance	arxiv 2026-05-28	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	VLA-Trace: Diagnosing Vision-Language-Action Models through Representation and Behavior Tracing	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%
0.66	Make LLM Learn to Synthesize from Streaming Experiences through Feedback	arxiv 2026-05-28	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	Label Over Logic? How Source Cues Bias Human Fallacy Judgments More Than LLMs	arxiv 2026-05-28	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	From XXLTraffic to EvoXXLTraffic: Scaling Traffic Forecasting to Sensor-Evolving Networks	arxiv 2026-05-28	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.66	GRASP: Gated Regression-Aware Skill Proposer for Self-Improving LLM Agents	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%
0.66	Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion	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%
0.66	ParaTool: Shifting Tool Representations from Context to Parameters	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%
0.66	Anti Mode-Collapse in Mean-Field Transformer via Auxiliary Variables	arxiv 2026-05-28	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.66	Convergence Theory for Iterative LLM-Based Neural Architecture Search: A Parametric Cross-Entropy Framework with Closed-Form Proxy Reliability	arxiv 2026-05-28	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	On-Policy Replay for Continual Supervised Fine-Tuning	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%
0.66	DirectorBench: Diagnosing Long-Form Video Generation with Personalized Multi-Agent Evaluation	arxiv 2026-05-28	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	Recovering Diversity Without Losing Alignment: A DPO Recipe for Post-Trained LLMs	arxiv 2026-05-28	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	EvoRubric: Self-Evolving Rubric-Driven RL for Open-Ended Generation	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%
0.66	Nine Judges, Two Effective Votes: Correlated Errors Undermine LLM Evaluation Panels	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%
0.66	World Models in Words: Auditing Physical State-Transition Commitments in Vision-Language Models	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%
0.66	Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation	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%
0.66	Beyond Bilingual Transfer: Multilingual Code-Switching in Instruction Tuning	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%
0.66	Learnable Assessment Skills for LLM-based Automated Scoring: Rubric Construction via Iterative Optimization	arxiv 2026-05-28	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.66	MARS Policy: Multimodality Only When It Matters	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%
0.66	Extreme dynamic symmetry enables omnidirectional and multifunctional robots	arxiv 2026-05-28	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.66	CA-AC-MPC: CUDA-Accelerated Actor-Critic Model Predictive Control	arxiv 2026-05-27	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.66	Multi-Resolution End-to-End Deep Neural Network for Optimizing Latency-Accuracy Tradeoff in Autonomous Driving	arxiv 2026-05-27	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.66	FDA ANDA209224: LACOSAMIDE (LACOSAMIDE) — AUROBINDO PHARMA LTD	fda 2026-05-22	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	FDA BLA761106: HERCEPTIN HYLECTA (TRASTUZUMAB AND HYALURONIDASE-OYSK) — GENENTECH INC	fda 2026-05-18	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	anthropics/anthropic-sdk-python v0.104.0	github_release 2026-05-21	246_047 Anthropic ARR reached $30B, surpassing OpenAI's $24-25B. Peter Diamandis	AI	76%
0.66	anthropics/anthropic-sdk-python v0.104.0	github_release 2026-05-21	247_060 Anthropic will win over OpenAI via better/smarter AI regardless of installed base Dave Blundin	AI	50%
0.66	Will Ethereum reach $2,200 May 25-31?(market prob: 0%)	polymarket 2026-05-25	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 USTC be above $ 0.01 in August 2026(market prob: 58%)	manifold 2026-05-31	S_IPO_TRILLION_2027 First $1T+ IPO in 2027	ipo_trillion_plus	40%
0.66	Will Elon Musk post 240-259 tweets from May 26 to June 2, 2026?(market prob: 0%)	polymarket 2026-05-23	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	3rd largest company end of September 2026?	manifold 2026-06-01	229_002 Figure will scale out robots in industrial/commercial workforce in 2026 via its signed customers. Brett Adcock	Robotics	56%
0.66	3rd largest company end of June 2026?	manifold 2026-06-01	234_014 We will see $100 trillion companies in the next 5-year period Peter Diamandis	Markets/Stocks	59%
0.66	▶️Which Youtube channels will release at least one video in June 2026? [ADD RESPONSES]	manifold 2026-06-01	233_009 A motivational learning bundle with video game designers will be released in 2026. Joe Liemandt	Education	36%
0.66	Will the price of Bitcoin be above $70,000 on June 3?(market prob: 8%)	polymarket 2026-05-27	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%