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111,300 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 37 of 74, 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
0.72	The End of Software Engineering: How AI Agents Are Fundamentally Restructuring the Software Paradigm	arxiv 2026-06-04	AI_011 The vast majority of human programmers will be entirely replaced by AI within a single year — future programmer role transitions from debugger to 'conductor' directing autonomous agents to implement complex visions. Eric Schmidt	Labor/Jobs	20%
0.72	3DThinkVLA: Endowing Vision-Language-Action Models with Latent 3D Priors via 3D-Thinking-Guided Co-training	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%
0.72	An Effective Router for Vision-Language Model Selection	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%
0.72	Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook	arxiv 2026-06-09	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...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%
0.72	Spiking Neural Network inference on FPGAs with hls4ml	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%
0.72	Nonslop: A Gamified Experiment in Human-AI Collaborative Writing	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%
0.72	When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models	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%
0.72	Will Donald Trump be on-stage at a bell ceremony commemorating SpaceX's IPO?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.72	Democracy in the Era of Artificial Intelligence	arxiv 2026-06-11	AUT_025 Per Deep Utopia (2024): successful deployment of highly capable autonomous systems will generate unintended consequences forcing complete reevaluation of human purpose, economics, justice — as AI solves material scarcity + physical labor constraints, h... Nick Bostrom	AI	40%
0.72	Topical Phase Transitions in Artificial Intelligence Research: Large-Scale Evidence and an Early-Warning Signature for Emerging Topics	arxiv 2026-06-11	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.72	Token Complexity Theory for AI-Augmented Computing	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%
0.72	Direct Preference Optimization for Chatbot Fine-Tuning: An Empirical Study	arxiv 2026-06-11	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%
0.72	Who will be the second trillionaire?	manifold 2026-06-13	236_008 First $100 trillion dollar companies and multi-trillionaires will come online Peter Diamandis	Markets/Stocks	53%
0.72	Will any OpenAI models be restricted to US in 2026?(market prob: 30%)	manifold 2026-06-13	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.72	Will the price of Bitcoin be above $68,000 on June 16?(market prob: 6%)	polymarket 2026-06-09	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%
0.72	Communication-Efficient Verifiable Attention for LLM Inference	arxiv 2026-06-15	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%
0.72	InvDesMobility: a reliability-gated first-principles feedback framework for closed-loop materials discovery	arxiv 2026-06-15	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%
0.72	Geometric Action Model for Robot Policy Learning	arxiv 2026-06-15	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%
0.72	WAM-RL: World-Action Model Reinforcement Learning with Reconstruction Rewards and Online Video SFT	arxiv 2026-06-16	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%
0.72	The Tao of Agency: Autotelic AI, Embedded Agency and Dissolution of the Self	arxiv 2026-06-18	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%
0.72	Bidirectional Tutoring for Developmental Motor Learning in Robots: Co-Developed Interaction Dynamics Support Stable Learning	arxiv 2026-06-18	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%
0.72	AtomMem: Building Simple and Effective Memory System for LLM Agents via Atomic Facts	arxiv 2026-06-18	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%
0.72	Will the price of Bitcoin be above $62,000 on June 23?(market prob: 97%)	polymarket 2026-06-16	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%
0.72	Will the price of Bitcoin be above $68,000 on June 24?(market prob: 0%)	polymarket 2026-06-17	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%
0.72	Will the price of Bitcoin be above $56,000 on June 24?(market prob: 100%)	polymarket 2026-06-17	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%
0.72	Cognitive Digital Twins: Ethical Risks and Governance for AI Systems That Model the Mind	arxiv 2026-06-22	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%
0.72	PaperClaw: Harnessing Agents for Autonomous Research and Human-in-the-Loop Refinement	arxiv 2026-06-21	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%
0.72	Flatness Preserves Instruction Following in Vision-Language-Action Models	arxiv 2026-06-22	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%
0.72	IOI: Decoupling Kinematics and Physics for Interactive World Models	arxiv 2026-06-22	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%
0.72	Will there be an AI war before 2100?(market prob: 40%)	manifold 2026-06-24	CYB_028 The 2024-2026 AI arms race directly parallels the hyper-speculative early-1990s dot-com bubble and subsequent search-engine wars — while underlying technology is transformative, the vast majority of highly-valued competitors and heavily-funded startups... Mark Cuban	Markets/Stocks	48%
0.72	WinDOM: Self-Family Distillation for Small-Model GUI Grounding	arxiv 2026-06-24	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%
0.72	From Forecasting Leaderboards to Deployment Decisions: A Fail-Closed Certification Protocol	arxiv 2026-06-23	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%
0.72	Real-Time Voice AI Hears but Does Not Listen	arxiv 2026-06-24	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%
0.72	SOLAR: AI-Powered Speed-of-Light Performance Analysis	arxiv 2026-06-24	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%
0.72	From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models	arxiv 2026-06-24	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%
0.72	Linguistic Firewall: Geometry as Defense in Multi-Agent Systems Routing	arxiv 2026-06-29	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%
0.72	Vision-Language-Action Models: Experimental Insights from a Real-World UR5 Platform	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%
0.72	CSAR: Containerized System Architecture for Robotics	arxiv 2026-06-29	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.72	ClassicLogic: A Knowledge-Driven Benchmark of Classic Puzzle Games for Evaluating Compositional Generalization	arxiv 2026-07-06	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%
0.72	DSWAM: A Dual-System World Action Foundation Model for Fine-Grained Robot Manipulation	arxiv 2026-07-06	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%
0.72	ACE-Brain-0.5: A Unified Embodied Foundational Model for Physical Agentic AI	arxiv 2026-07-05	CMQ_050 Physical embodied AI represents the 'Fourth Wave' of AI development — projected to scale rapidly and commercially between 2025-2030. Industry analysts (synthesis)	Robotics	41%
0.71	Will Bitcoin reach $78,000 on April 29?(market prob: 1%)	polymarket 2026-04-29	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%
0.71	May 2026 AI model releases	manifold 2026-04-30	SEM_002 By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs). Leopold Aschenbrenner	AI	56%
0.71	Which sector will see the highest % of jobs displaced by AI in the US by end of Dec 31, 2026?	manifold 2026-05-01	IND_019 2026 is the year AI's impact on workers fundamentally comes into focus — near-term 4% net reduction in jobs across the 5 sectors most exposed to AI, heavily targeting entry-level positions; but labor disruption increases returns for firms that successf... Morgan Stanley	Labor/Jobs	40%
0.71	Will Bitcoin reach $84,000 on May 6?(market prob: 1%)	polymarket 2026-05-06	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%
0.71	StreakMind: AI detection and analysis of satellite streaks in astronomical images with automated database integration	arxiv 2026-05-05	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.71	Frontier Lag: A Bibliometric Audit of Capability Misrepresentation in Academic AI Evaluation	arxiv 2026-05-05	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.71	Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers	arxiv 2026-05-07	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.71	Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning	arxiv 2026-05-07	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%
0.71	FDA ANDA212336: ANDA212336 ((unspecified)) — DR REDDYS LABS LTD	fda 2026-05-07	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%