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108,318 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 410 of 2006, 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	Informational Frustration in Neural Manifolds: Shannon Bottlenecks and the Limits of Learnability	arxiv 2026-06-29	AI_016 The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs. Alex Wissner-Gross	AI	82%
0.66	Research Entity Extraction and Topic Detection from UKRI Grant Proposals	arxiv 2026-06-29	234_004 Mistral will emerge as a vertically integrated European OpenAI Alex Wissner-Gross	AI	35%
0.66	Beyond Drug Discovery: The Nanotechnology Molecular Optimization (NMO) Benchmark	arxiv 2026-06-29	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	Structural Certification for Reliable Physical Design with Language Models	arxiv 2026-06-29	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.66	MuseBench: Benchmarking Intent-Level Audiovisual Arts Understanding in MLLMs	arxiv 2026-06-29	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	Bilevel Optimization for Neural Architecture Search	arxiv 2026-06-28	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	RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources	arxiv 2026-06-28	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	Convergence of Continual Learning in Homogeneous Deep Networks	arxiv 2026-06-29	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	Building Multi-Task Agentic LLMs via Two-Phase Distillation	arxiv 2026-06-29	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	Heads, Not Backbones: Output Heads Dominate Architectures on Fat-Tailed Returns	arxiv 2026-06-29	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	Adaptive Financial Transformer with Regime-Gated Attention for Stock Return Prediction	arxiv 2026-06-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Adaptive Financial Transformer with Regime-Gated Attention for Stock Return Prediction	arxiv 2026-06-28	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%
0.66	LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive Dashboard	arxiv 2026-06-29	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.66	How LLMs See Creativity: Zero-Shot Scoring of Visual Creativity with Interpretable Reasoning	arxiv 2026-06-29	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	Lateral String Stability for Vehicle Platoons	arxiv 2026-06-29	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	MTD-Map: Single-Stage Long-Term LiDAR Map Maintenance Framework via Mixture Transition Distribution	arxiv 2026-06-28	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	AnyBody: Free-Form Whole-Body Humanoid Control from Arbitrary Keypoint Guidance	arxiv 2026-06-28	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.66	Behavior Uncloning: Distilling Mode Redirection into Policy Weights without Inference-Time Steering	arxiv 2026-06-28	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	FDA ANDA091308: IMIQUIMOD (IMIQUIMOD) — APOTEX INC	fda 2026-06-24	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	When will we have an open-weights model on-par with Mythos/Fable	manifold 2026-07-01	246_048 Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run. Alex Wissner-Gross	AI	39%
0.66	SemRF: A Semantic Reference Frame for Residual-Stream Dynamics in Language Models	arxiv 2026-06-30	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	Review Residuals: Update-Conditioned Residual Gating for Transformers	arxiv 2026-06-30	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	On Optimal Data Splitting for Split Conformal Prediction	arxiv 2026-06-30	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	Deep Reinforcement Learning for Spacecraft Attitude Control During Atmospheric Re-Entry	arxiv 2026-06-30	SPC_021 Relativity Space will revolutionize manufacturing of atmospheric and orbital vehicles by layering AI/ML software with intelligent robotics — drastically reducing part counts and manufacturing latency via autonomous rocket-construction pipelines. Eric Schmidt	Space	45%
0.66	Behavior Cloning is Not All You Need: The Optimality of On-Policy Distillation for Noisy Expert Feedback	arxiv 2026-06-29	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	Will the price of Bitcoin be above $54,000 on July 3?(market prob: 100%)	polymarket 2026-06-26	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 $1,400 in July?(market prob: 23%)	polymarket 2026-07-01	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	Will the next new unique Anthropic Claude Model get temporarily or permanently "banned"?(market prob: 27%)	manifold 2026-07-01	234_051 Claude-facilitated dating will replace traditional matchmaking Alex Wissner-Gross	Consumer	38%
0.66	Neural Network-Based Estimation of Time-Dependent Parameters in AR(p) Processes	arxiv 2026-07-01	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.66	Timesynth: A Temporal Fidelity Framework for Health Signal Digital Twins	arxiv 2026-07-01	IND_003 Latency of medical truth actively collapsing — genomic sequencing for newborns in neonatal intensive care units (NICUs) reduced to a 4-hour window, effectively moving diagnostics from 'wait and see' paradigm to real-time intervention; convergence of ph... Alex Wissner-Gross	Biotech/Longevity	46%
0.66	MindAU: EEG-Conditioned Facial Action Unit Editing via Dual-Stream Manifold Alignment	arxiv 2026-07-01	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.66	TRIE: An Evaluation Framework for Stochastic PDE Surrogates	arxiv 2026-06-30	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	Representation as a Bottleneck for Mechanistic Interpretability: The Manifestation Unit Protocol	arxiv 2026-06-30	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Will the price of Bitcoin be above $64,000 on July 4?(market prob: 4%)	polymarket 2026-06-27	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%
0.66	Will Elon Musk post 280-299 tweets from June 30 to July 7, 2026?(market prob: 0%)	polymarket 2026-06-27	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Elon Musk post <40 tweets from July 2 to July 4, 2026?(market prob: 84%)	polymarket 2026-06-29	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.66	Will Elon Musk post <40 tweets from July 2 to July 4, 2026?(market prob: 84%)	polymarket 2026-06-29	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	huggingface/transformers v5.13.0	github_release 2026-07-03	AI_017 NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut... Jensen Huang	Semis	75%
0.66	huggingface/transformers v5.13.0	github_release 2026-07-03	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	Will the price of Bitcoin be above $58,000 on July 5?(market prob: 100%)	polymarket 2026-06-28	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%
0.66	Will Elon Musk post 120-139 tweets from June 30 to July 7, 2026?(market prob: 29%)	polymarket 2026-06-27	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.66	▶️Which Youtube channels will release at least one video in July 2026? [ADD RESPONSES]	manifold 2026-07-04	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.66	Self-Gating Attention for Efficient Time Series Forecasting	arxiv 2026-07-02	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.66	Towards Load-Aware Prefill Deflection for Disaggregated LLM Serving	arxiv 2026-07-02	CMQ_044 Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting. Morgan Stanley	AI/Compute	65%
0.66	Conditional Co-Ablation: Recovering Self-Repair Backups in Transformer Circuits	arxiv 2026-07-02	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	Has This Checkpoint Been Abliterated? A Two-Signal Audit and Its Failure Map	arxiv 2026-07-02	CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner	AI	50%
0.66	Dendritic In-Context Learning in a Single-Layer Spiking Neural Network	arxiv 2026-07-02	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	Mean Field Reinforcement Learning	arxiv 2026-07-01	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.66	Beyond Supervised Clarification: Input Rewriting with LLMs for Dialogue Discourse Parsing	arxiv 2026-07-02	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 115-139 tweets from July 4 to July 6, 2026?(market prob: 0%)	polymarket 2026-07-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%