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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 356 of 1911, 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	Forecasting With LLMs: Improved Generalization Through Feature Steering	arxiv 2026-06-25	AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis	AI	38%
0.66	Interpreting "Interpretability" and Explaining "Explainability" in Machine Learning in Physics	arxiv 2026-06-24	SEM_033 AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas). Alex Wissner-Gross	AI/Physics	56%
0.66	Compositionality and the lexicon in evolutionary semantics	arxiv 2026-06-25	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	The Riddle Riddle: Testing Flexible Reasoning in Large Language Models and Humans	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	The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms	arxiv 2026-06-24	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...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	RouterVLA: Turning Smoke Tests into Supervision for Heterogeneous VLA Selection	arxiv 2026-06-25	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.66	Hardware Design for Table Tennis Robot Capable of Beating Professional Players	arxiv 2026-06-25	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	NavIsaacLab: Generating Realistic Crowd via Parallel Robot Learning for Benchmarking Human-aware Navigation	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	FDA BLA761115: TRODELVY (SACITUZUMAB GOVITECAN-HZIY) — IMMUNOMEDICS 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	Will the price of Bitcoin be above $66,000 on June 28?(market prob: 0%)	polymarket 2026-06-21	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 23 to June 30, 2026?(market prob: 4%)	polymarket 2026-06-20	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 400-419 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	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	Will Elon Musk post 380-399 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.66	Will Microstrategy announce a Bitcoin purchase June 23-29?(market prob: 0%)	polymarket 2026-06-22	247_038 Bitcoin upgrade will come before quantum threat does (Saylor) Michael Saylor	Crypto	48%
0.66	Will Elon Musk post 240-259 tweets from June 23 to June 30, 2026?(market prob: 65%)	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	Will Elon Musk post 240-259 tweets from June 23 to June 30, 2026?(market prob: 65%)	polymarket 2026-06-20	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 80-99 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will Bitcoin reach $72,000 June 22-28?(market prob: 0%)	polymarket 2026-06-22	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.66	Will Elon Musk post 340-359 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	Will Ethereum reach $2,000 in June?(market prob: 0%)	polymarket 2026-06-02	247_001 xAI will IPO at $2 trillion valuation this coming summer Peter Diamandis	AI	42%
0.66	Will Bitcoin dip to $58,000 on June 29?(market prob: 1%)	polymarket 2026-06-29	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 S&P 500 be greater than or equal to X at the end of July 2026?	manifold 2026-06-29	242_035 S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years Dave Blundin	Markets/Stocks	50%
0.66	Will Bitcoin dip to $58,000 on June 30?(market prob: 28%)	polymarket 2026-06-30	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 90-114 tweets from June 29 to July 1, 2026?(market prob: 6%)	polymarket 2026-06-27	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.66	Defending Against Harmful Supervision Hidden in Benign Samples	arxiv 2026-06-29	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	KnowsTFM: Knowledge-Informed Fine-Tuning of Small Tabular Foundation Models	arxiv 2026-06-29	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	Does Verbose Chain-of-Thought Really Help? In-Distribution Evidence that Content, Not Length, Matters	arxiv 2026-06-29	240_014 Cost of reasoning models has dropped 1,000x in 16 months Sam Altman	AI	50%
0.66	Online Data Selection for Instruction Tuning via Gaussian Processes	arxiv 2026-06-29	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	Exploration and Online Transfer with Behavioral Foundation Models	arxiv 2026-06-29	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	SpreadsheetBench 2: Evaluating Agents on End-to-End Business Spreadsheet Workflows	arxiv 2026-06-29	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	DEEPMED Search: An Open-Source Agentic Platform for Medical Deep Research with Introspective Verification	arxiv 2026-06-29	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	DeepTrans Studio: Turning Expert Interventions into Shared Team Knowledge in Agentic Translation Workflows	arxiv 2026-06-29	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	Learned Coordination Conventions in Cooperative MARL: Measuring the Translation Gap Between Theory-Informed Roles and Learned Routing	arxiv 2026-06-28	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	Extrapolating from Regularised Solutions for Solving Ill-Conditioned Linear Systems in Machine Learning	arxiv 2026-06-29	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	Toward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement Learning	arxiv 2026-06-29	INF_049 Modern AI data centers are no longer server farms but "gigawatt factories"; energy — not silicon supply — has become the absolute primary bottleneck for AI scalability, and these concentrated power needs cannot be reliably connected to existing public ... Jensen Huang	Energy	50%
0.66	B3O: Scalable Boltzmann Batch Bayesian Optimization	arxiv 2026-06-29	ROB_025 Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati... Peter Dannenberg	Biotech/Longevity	70%
0.66	Predictive Objectives Discard Exogenous Control-Relevant Features: A Controlled Mechanistic Study	arxiv 2026-06-29	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	Heads, Not Backbones: Output Heads Dominate Architectures on Fat-Tailed Returns	arxiv 2026-06-29	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	Heads, Not Backbones: Output Heads Dominate Architectures on Fat-Tailed Returns	arxiv 2026-06-29	CMQ_027 The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+). Jensen Huang	AI/Compute	92%
0.66	How Far Do On-Prem Open LLMs Get on Text-to-SQL? A Cross-Family Size x Technique Frontier on BIRD	arxiv 2026-06-29	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.66	CAREBench: A Child-Safety Risk Benchmark for Language Models	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	Temporal Posed and Spontaneous Gesture Recognition from Electromyography in the Rock-Paper-Scissors Game	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	Parametric Skills	arxiv 2026-06-29	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.66	IHDec: Divergence-Steered Contrastive Decoding for Securing Multi-Turn Instruction Hierarchies	arxiv 2026-06-29	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	Revealing the Technology Development of Natural Language Processing: A Scientific Entity-Centric Perspective	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	Deterministic Decisions for High-Stakes AI. A Zero-Egress Pipeline with the Deployability of RAG and the Accuracy of Machine Learning	arxiv 2026-06-28	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	Sequential Planning via Anchored Robotic Keypoints	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	ConCent: Contact-Centric Real-to-Sim-to-Real Learning from One Demonstration	arxiv 2026-06-29	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	ConCent: Contact-Centric Real-to-Sim-to-Real Learning from One Demonstration	arxiv 2026-06-29	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	What Naturalness Measures: Fine-Tuning and Informational Invariants in Cosmology and Dark Matter	arxiv 2026-06-29	CYB_027 Bostrom's orthogonality thesis — an AI system can possess supreme unfathomable intelligence while simultaneously harboring final goals completely indifferent or actively hostile to human survival; intelligence and human morality are completely independ... Nick Bostrom	AI	50%