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78,110 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 63 of 1452, 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	Thermodynamic Measure of Intelligence	arxiv 2026-06-18	238_057 Laws of economics and thermodynamics will still apply despite AI abundance Alex Wissner-Gross	Macro/Economy	42%
0.70	Reward as An Agent for Embodied World Models	arxiv 2026-06-18	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	AI4SE and SE4AI Exploration: A Decade Looking Back and Forward	arxiv 2026-06-17	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	Agentic Symbolic Search: Characterizing PDEs Beyond Hand-crafted Expressions, Meshes, and Neural Networks	arxiv 2026-06-18	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	Fail-RAG : A Retrieval Augmented Generation Informed Framework for Robot Failure Identification	arxiv 2026-06-17	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%
0.69	Will Greg Abbott win the 2028 Republican presidential nomination?(market prob: 2%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.69	Will Bitcoin dip to $55,000 by December 31, 2026?(market prob: 64%)	polymarket 2025-11-24	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%
0.69	When will we see terrorism against AI?	manifold 2026-04-27	234_046 AI vs AI will dominate cybersecurity, not humans Dave Blundin	AI	47%
0.69	Will Elise Stefanik 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%
0.69	dow s p 500 slip as fed holds rates eyes turn to mega cap earnings 1091413.html	gdelt 2026-04-30	SEM_030 S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap). Mike Wilson	Capital Markets	43%
0.69	Will Elon Musk post 1000-1039 tweets in April 2026?(market prob: 0%)	polymarket 2026-02-24	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Musk v. openAI trial prop bets [add answers]	manifold 2026-04-30	247_002 Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit Alex Wissner-Gross	AI	32%
0.69	☀️What will happen in June 2026? [ADD RESPONSES]	manifold 2026-05-01	238_005 By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free Alex Wissner-Gross	AI	39%
0.69	Will Elon Musk post 240-259 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%
0.69	Cerebras IPO before 2027?(market prob: 100%)	polymarket 2025-11-11	235_042 OpenAI IPO shares could deliver a 50% pop in 6 months after IPO. Peter Diamandis	Markets/Stocks	45%
0.69	Will Elon Musk post 160-179 tweets from May 1 to May 8, 2026?(market prob: 67%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the price of Bitcoin be above $86,000 on May 7?(market prob: 0%)	polymarket 2026-04-30	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%
0.69	Will Elon Musk post 240-259 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting	arxiv 2026-05-05	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%
0.69	Say the Mission, Execute the Swarm: Agent-Enhanced LLM Reasoning in the Web-of-Drones	arxiv 2026-05-05	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%
0.69	Agent-Based Modeling of Low-Emission Fertilizer Adoption for Dairy Farm Decarbonisation using Empirical Farm Data	arxiv 2026-05-05	CYB_016 Rural landscapes in the Global South move beyond conventional food production toward highly complex, multifunctional systems — agentic AI platforms synthesize localized ecological data to enable precision organic farming, transparent environmental prot... Peter Dannenberg	Other	42%
0.69	Automated Large-scale CVRP Solver Design via LLM-assisted Flexible MCTS	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%
0.69	AcademiClaw: When Students Set Challenges for AI Agents	arxiv 2026-05-04	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%
0.69	MPCS: Neuroplastic Continual Learning via Multi-Component Plasticity and Topology-Aware EWC	arxiv 2026-05-04	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%
0.69	EdgeLPR: On the Deep Neural Network trade-off between Precision and Performance in LiDAR Place Recognition	arxiv 2026-05-04	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%
0.69	When will global population peak?	manifold 2026-05-06	FUT_023 'Demographic bifurcation' 2026-2031: widening divides in size, growth, and structure of populations globally — creates extreme socioeconomic friction between aging wealthy nations (US, EU, Japan, Korea, China) and younger resource-starved regions (Afri... Ian Bremmer	Geopolitics	68%
0.69	Self-Induced Outcome Potential: Turn-Level Credit Assignment for Agents without Verifiers	arxiv 2026-05-06	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%
0.69	Frontier Lag: A Bibliometric Audit of Capability Misrepresentation in Academic AI Evaluation	arxiv 2026-05-05	S_AGI_WINTER_2036PLUS AGI delayed: capability plateau or AI winter	agi_general_capability	10%
0.69	Will the price of Bitcoin be above $86,000 on May 9?(market prob: 0%)	polymarket 2026-05-02	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%
0.69	When to Trust Imagination: Adaptive Action Execution for World Action Models	arxiv 2026-05-07	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%
0.69	RobotEQ: Transitioning from Passive Intelligence to Active Intelligence in Embodied AI	arxiv 2026-05-07	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%
0.69	Grid Games: The Power of Multiple Grids for Quantizing Large Language Models	arxiv 2026-05-12	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfaces	arxiv 2026-05-12	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%
0.69	Embodied Neurocomputation: A Framework for Interfacing Biological Neural Cultures with Scaled Task-Driven Validation	arxiv 2026-05-13	FUT_005 Emergence of 'Living Intelligence' 2026-2031: violent transformative convergence between biological science, silicon-based sensor networks, and algorithmic orchestration — biological cells programmed with same precision as silicon computers. Living cel... Amy Webb	Biotech/Longevity	50%
0.69	Finding the Weakest Link: Adversarial Attack against Multi-Agent Communications	arxiv 2026-05-13	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%
0.69	EnergyLens: Predictive Energy-Aware Exploration for Multi-GPU LLM Inference Optimization	arxiv 2026-05-14	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%
0.69	Will SpaceX complete a Starship integrated test flight reaching orbital insertion by June 14, 2026?(market prob: 3%)	manifold 2026-05-16	ROB_023 SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. Gwynne Shotwell	Space	58%
0.69	Will Elon Musk win his case against Sam Altman?(market prob: 0%)	polymarket 2026-01-14	247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin	AI	45%
0.69	Prompt2Fingerprint: Plug-and-Play LLM Fingerprinting via Text-to-Weight Generation	arxiv 2026-05-18	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%
0.69	Improved Baselines with Representation Autoencoders	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.69	BORA: Bridging Offline Reinforcement Learning and Online Residual Adaptation for Real-World Dexterous VLA Models	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%
0.69	DLM-SWAI: Steering Diffusion Language Models Before They Unmask	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%
0.69	When and How Human Curation Backfires: Preference Alignment under Multi-Model Self-Consuming Loop	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%
0.69	When and How Human Curation Backfires: Preference Alignment under Multi-Model Self-Consuming Loop	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%
0.69	A Heterogeneous Architecture for Robot RL Beyond GPU-Dominant Paradigms	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%
0.69	Will the price of Bitcoin be above $76,000 on June 1?(market prob: 5%)	polymarket 2026-05-25	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%
0.69	Will Elon Musk post 1040-1079 tweets in May 2026?(market prob: 0%)	polymarket 2026-03-24	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the price of Bitcoin be above $78,000 on June 1?(market prob: 1%)	polymarket 2026-05-25	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%
0.69	Will Elon Musk post 0-19 tweets from May 26 to June 2, 2026?(market prob: 0%)	polymarket 2026-05-23	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the price of Bitcoin be above $78,000 on June 4?(market prob: 1%)	polymarket 2026-05-28	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%