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65,257 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 44 of 1210, 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
0.70	Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization	arxiv 2026-06-08	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%
0.70	SpatialWorld: Benchmarking Interactive Spatial Reasoning of Multimodal Agents in Real-World Tasks	arxiv 2026-06-08	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%
0.70	Lost in the Flow with Code Talkers: Unveiling the Instruction-Tuning Tax of Large Language Models in Code Tasks	arxiv 2026-06-07	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%
0.70	PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation	arxiv 2026-06-07	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%
0.70	Will the price of Bitcoin be above $66,000 on June 12?(market prob: 4%)	polymarket 2026-06-05	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%
0.70	How many critical severity cyber vulnerabilities will be found in December 2026?	manifold 2026-06-10	246_025 Sam Altman predicts world-shaking cyber attack this year (2026). Sam Altman	AI	47%
0.70	Accounting for AI Inference in Corporate GHG Inventories: A Four-Tier Methodology for Scope 3 Category 1 Reporting	arxiv 2026-06-09	INF_021 AI data centers are the 'steel mills of the 21st century' — humanity will miss near-term climate-change mitigation goals, with the bet that a sufficiently capable AI later solves the climate crisis retroactively. Eric Schmidt	Energy	47%
0.70	ActiveMem: Distributed Active Memory for Long-Horizon LLM Reasoning	arxiv 2026-06-09	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%
0.70	LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks	arxiv 2026-06-09	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%
0.70	Local Is Not a Sufficient Privacy Boundary: Governing OS-Integrated On-Device AI	arxiv 2026-06-08	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%
0.70	Bridging Semantics and Physical Execution: A Neuro-Symbolic Framework for Multi-Pair Robotic Assembly	arxiv 2026-06-09	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%
0.70	UMI-Bench 1.0: An Open and Reproducible Real-World Benchmark for Tabletop Robotic Manipulation with UMI Data	arxiv 2026-06-09	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%
0.70	Will we actually see someone bomb an AI datacenter before 2027?(market prob: 7%)	manifold 2026-06-11	236_022 Robots will build data centers in foreseeable time frame Andrew Yang	Robotics	39%
0.70	Sovereign Assurance Boundary: Certificate-Bound Admission for Agentic Infrastructure	arxiv 2026-06-10	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%
0.70	Modelling magnetic material properties with uncertainty-aware neural networks	arxiv 2026-06-10	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%
0.70	Learning Object Manipulation from Scratch via Contrastive Interaction	arxiv 2026-06-10	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%
0.70	Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills	arxiv 2026-06-10	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%
0.70	Agent Skill Evaluation and Evolution: Frameworks and Benchmarks	arxiv 2026-06-09	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%
0.70	PLUME: Probabilistic Latent Unified World Modeling and Parameter Estimation for Multi-Finger Manipulation	arxiv 2026-06-09	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%
0.70	Will the price of Bitcoin be above $54,000 on June 13?(market prob: 100%)	polymarket 2026-06-06	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%
0.70	Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks	arxiv 2026-06-11	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	61%
0.70	An LLM System for Autonomous Variational Quantum Circuit Design	arxiv 2026-06-11	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%
0.70	MemRefine: LLM-Guided Compression for Long-Term Agent Memory	arxiv 2026-06-11	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%
0.70	Fantastic Scientific Agents and How to Build Them: AgentBuild for Rietveld Refinement	arxiv 2026-06-11	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%
0.70	Definitional alignment before capability alignment: a Design-Science framework for adjudicating claims about AGI	arxiv 2026-06-10	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%
0.70	Strategic Decision Support for AI Agents	arxiv 2026-06-10	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	61%
0.70	Will the price of Bitcoin be above $68,000 on April 30?(market prob: 100%)	polymarket 2026-04-23	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%
0.70	Will NVIDIA be the largest company in the world by market cap on April 30?(market prob: 100%)	polymarket 2026-03-02	SEM_011 Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. Jensen Huang	Capital Markets	86%
0.70	Will the price of Bitcoin be above $72,000 on May 1?(market prob: 98%)	polymarket 2026-04-24	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%
0.70	When will we see terrorism against AI?	manifold 2026-04-27	235_006 By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent. Dave Blundin	AI	50%
0.70	When will we see terrorism against AI?	manifold 2026-04-27	248_011 Frontier AI models will become a terrorist, bioweapon, and chemical weapon threat this year. Dave Blundin	AI	60%
0.70	Humanoid robot walking around me within a year?(market prob: 14%)	manifold 2026-04-26	229_026 By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months. Brett Adcock	Robotics	38%
0.70	When will consumer AI be able to read me a book	manifold 2026-04-25	233_004 AI will be able to bootstrap four-year-olds into reading within roughly 18 months. Joe Liemandt	AI	35%
0.70	Which Epoch AI FrontierMath open problem will be solved next?	manifold 2026-04-23	CMQ_013 A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher. Leopold Aschenbrenner	AI	40%
0.70	why keep buying nvidia stock 160006739.html	gdelt 2026-04-30	SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. Joseph Moore	Capital Markets	68%
0.70	US Gas Price on May 1 2026?	manifold 2026-04-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.70	Will the price of Bitcoin be above $72,000 on May 2?(market prob: 100%)	polymarket 2026-04-25	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%
0.70	Will the price of Bitcoin be above $66,000 on May 4?(market prob: 100%)	polymarket 2026-04-27	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%
0.70	Will Elon Musk post 260-279 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.70	Will Sarah Huckabee Sanders win the 2028 Republican presidential nomination?(market prob: 1%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.70	Cerebras IPO before 2027?(market prob: 100%)	polymarket 2025-11-11	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.70	anthropics/anthropic-sdk-python v0.92.0	github_release 2026-04-08	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.70	TRACE: A Metrologically-Grounded Engineering Framework for Trustworthy Agentic AI Systems in Operationally Critical Domains	arxiv 2026-05-05	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	61%
0.70	AI Advocate: Educational Path to Transform Squads to the Future	arxiv 2026-05-05	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%
0.70	Coordination as an Architectural Layer for LLM-Based Multi-Agent Systems	arxiv 2026-05-05	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%
0.70	Adaptive Gait Generation for Multi-Terrain Exoskeletons via Constrained Kernelized Movement Primitives	arxiv 2026-05-04	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%
0.70	StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction	arxiv 2026-05-07	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%
0.70	Beyond Task Success: Measuring Workflow Fidelity in LLM-Based Agentic Payment Systems	arxiv 2026-05-07	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%
0.70	Detecting AI-Generated Videos with Spiking Neural Networks	arxiv 2026-05-07	232_008 Real-time AI video generation will break any video/voice-based security mechanisms. Ben Horowitz	AI	46%
0.70	From Language to Logic: A Theoretical Architecture for VLM-Grounded Safe Navigation	arxiv 2026-05-05	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%