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106,328 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 400 of 1970, 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	Can LLMs Be Constrained to the Past? Improving Knowledge Cutoff through Recall-Based Prompting	arxiv 2026-06-04	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%
0.66	PlanBench-V: A Spatial Planning Map Benchmark for Vision-Language Models	arxiv 2026-06-04	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%
0.66	DAR: Deontic Reasoning with Agentic Harnesses	arxiv 2026-06-03	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	M$^3$Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks	arxiv 2026-06-03	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	CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment	arxiv 2026-06-03	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	Towards Realistic 3D Sonar Simulation	arxiv 2026-06-04	ROB_012 The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p... David Holz	Semis	71%
0.66	FlowPRO: Reward-Free Reinforced Fine-Tuning of Flow-Matching VLAs via Proximalized Preference Optimization	arxiv 2026-06-03	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	X4Val: Learning Neural Surrogates for Variance-Reduced Policy Evaluation	arxiv 2026-06-03	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	BPDA-GMM: Bayesian Probabilistic Data Association via Gaussian Mixture Models for Semantic SLAM	arxiv 2026-06-03	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 someone break the Usain Bolt World Record in the 100 Meter Dash at Enhanced Games before 2032?(market prob: 41%)	manifold 2026-06-05	248_031 Enhanced Games world records will accelerate on a scaling-law-style trajectory year over year. Alex Wissner-Gross	Biotech/Longevity	39%
0.66	Will Elon Musk post 180-199 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will the price of Bitcoin be above $62,000 on June 8?(market prob: 69%)	polymarket 2026-06-01	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 Ethereum dip to $1,300 June 1-7?(market prob: 0%)	polymarket 2026-06-01	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	CULTURESCORE: Evaluating Cultural Faithfulness in Video Generation Models	arxiv 2026-06-05	232_007 TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. Dave Blundin	Media/Ads	32%
0.66	On the Geometry of On-Policy Distillation	arxiv 2026-06-05	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.66	Bootstrap Theory of Representational Emergence: Explanatory Insufficiency as a Driver of Representation Learning and World Models	arxiv 2026-06-05	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.66	Towards Tight Bounds for Streaming Attention	arxiv 2026-06-05	238_038 Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized Alex Wissner-Gross	AI	35%
0.66	Towards Tight Bounds for Streaming Attention	arxiv 2026-06-05	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.66	M$^3$Exam: Benchmarking Multimodal Memory for Realistic User-Agent Interactions	arxiv 2026-06-05	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	LLM-Guided Evolution for Medical Decision Pipelines	arxiv 2026-06-05	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%
0.66	MADE: Beyond Scoring via a Multilingual Agentic Diagnosing Engine for Fine-Grained Evaluation Insights	arxiv 2026-06-05	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	On orbital stabilization of a circular motion primitive for a dynamic extension of the Dubins car model	arxiv 2026-06-05	SPC_015 AI will continuously analyze orbital trajectories of active satellites and space debris to predict collisions with superhuman accuracy — upon identifying collision risks, AI systems will autonomously command satellite Hall-effect thrusters to adjust or... Andrej Karpathy	Space	72%
0.66	Rapid co-design of Buoyancy-assisted robots for Challenging Locomotion using Gaussian Evolutionary Specialists	arxiv 2026-06-05	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	Spline Policy: A Structured Representation for Robot Policies	arxiv 2026-06-05	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%
0.66	Will the price of Bitcoin be above $60,000 on June 9?(market prob: 98%)	polymarket 2026-06-02	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 I (Mitpro) reach Expert in Codeforces again before July 1st(market prob: 21%)	manifold 2026-06-08	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.66	Map Handicap: GE (-1.5) vs FULL SENSE (+1.5)(market prob: 0%)	polymarket 2026-06-07	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	Super Micro Computer, Inc. (SMCI) (CIK 0001375365)	edgar_8k 2026-06-09	SEM_018 SMIC (China) projected at only 100,000 wafers/month of advanced-process capacity by 2026 — severe constraint forcing algorithmic bypasses. SMIC (All-In Podcast analysis)	Semis	47%
0.66	An Agency-Transferring Model-Free Policy Enhancement Technique	arxiv 2026-06-08	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.66	Difference-Aware Retrieval Policies for Imitation Learning	arxiv 2026-06-08	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	SecureClaw: Clawing Back Control of LLM Agents	arxiv 2026-06-08	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%
0.66	WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces	arxiv 2026-06-08	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 Humans: Multispecies Animal Face Recognition Using Transfer Learning	arxiv 2026-06-08	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	Self-Paced Curriculum Reinforcement Learning for Autonomous Superbike Racing in Simulation	arxiv 2026-06-08	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.66	REFLECT: Intervention-Supported Error Attribution for Silent Failures in LLM Agent Traces	arxiv 2026-06-08	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	Report on CHIIR 2026 Workshop on Generative AI and Academic Search (GAI&AS)	arxiv 2026-06-08	SPC_022 '2026 will be for AI in science what 2025 was for AI in software engineering' — a transition from AI as coding assistant to acting as scientific sparring partner: generating novel hypotheses, analyzing vast datasets, and dramatically accelerating R&D c... Kevin Weil	AI	41%
0.66	Knowledge Graphs and Reasoning LLMs for Finding Simple Yet Effective Transcriptomic Perturbation Predictors	arxiv 2026-06-07	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.66	RAILS: Verification-Native Clearing For Agentic Commerce	arxiv 2026-06-07	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	When Do Local Score Models Extrapolate Across Size? A Diagnostic Theory and Benchmark	arxiv 2026-06-08	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	Code Is More Than Text: Uncertainty Estimation for Code Generation	arxiv 2026-06-08	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	Intention Driven Identification of In-Possession Match Phases in Association Football through Temporal Graph Learning	arxiv 2026-06-08	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.66	Aperon Technical Report: Hierarchical No-Pointer Tangent-Local Search for High-Dimensional Approximate Nearest Neighbors	arxiv 2026-06-07	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.66	Agentic Search for Counterfactual Recourse under Fixed LLM Budgets	arxiv 2026-06-07	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%
0.66	Quantum Global Variational Learning for Quantum Error Correction	arxiv 2026-06-07	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.66	Multi-Hop Knowledge Composition is Bound by Pretraining Exposure	arxiv 2026-06-08	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%
0.66	More Yap Less Meaning: Uncovering Self-Improvement Behavior in SLMs	arxiv 2026-06-07	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.66	Impacts of Histories and Models on LLM Grading: A Study in Advanced Software Engineering Courses	arxiv 2026-06-07	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	Safe Polytope-in-Polytope Motion Planning and Control with Control Barrier Functions	arxiv 2026-06-08	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	ReGIL: Retrieval-Guided Imitation Learning from a Single Demonstration	arxiv 2026-06-08	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	FDA ANDA218096: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — APOTEX	fda 2026-06-03	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	31%