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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 31 of 2062, 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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Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

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Sim	Doc	Source	Pred	Domain	Prior
0.72	ReSiReg: Towards Spatially Consistent Semantics in Language-Conditioned Robotic Tasks	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%
0.72	FlowTrain: Flow-Based Decoupled Training for Industrial-Grade Vision-Language 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	Scalable Multi-Task Data Generation via Reinforcement Learning for Language-Conditioned Bimanual Dexterous Manipulation	arxiv 2026-06-21	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	DMuon: Efficient Distributed Muon Training with Near-Adam Overhead	arxiv 2026-06-25	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	Will Bitcoin reach $61,000 on June 27?(market prob: 7%)	polymarket 2026-06-27	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%
0.72	Translating Natural Language to Strategic Temporal Specifications via LLMs	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	HUMEMBR: Learning Human Routines for Predictive Embodied Navigation	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%
0.72	Understanding LLM Intervention Explanations in Multi-Party Human-Robot Interaction	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%
0.72	Will Bitcoin reach $64,000 on July 3?(market prob: 3%)	polymarket 2026-07-03	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 Bitcoin reach $66,000 June 29-July 5?(market prob: 0%)	polymarket 2026-06-29	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%
0.72	Will SpaceX be the customer for more than half of orbital payload mass in 2027?(market prob: 76%)	manifold 2026-07-06	SPC_012 SpaceX will perfect orbital refueling architectures by 2027 — the critical prerequisite for future Mars missions, enabling Starship depot-based beyond-LEO operations. Peter Diamandis	Space	41%
0.72	Will we have a scenario like "2030: Takeover" as defined in AI 2027 before the end of Q1, 2030?(market prob: 19%)	manifold 2026-07-06	ROB_015 The 2025-2028 period is defined by massive automation/job displacement equivalent to 25 years of Industrial Revolution economic upheaval compressed into 3 traumatic years — followed by the dawn of the 'Agentic Era' in 2027 where autonomous AI agents pa... Peter Diamandis	Labor/Jobs	38%
0.72	EvoAgentBench: Benchmarking Agent Self-Evolution via Ability Transfer	arxiv 2026-07-06	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%
0.72	Compressing the Validation Bottleneck: An Agentic Self-Driving Lab for Scientific Discovery	arxiv 2026-07-05	CMQ_047 Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop. Andrej Karpathy	AI	51%
0.72	May 2026 AI model releases	manifold 2026-04-30	SEM_041 At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances). Brett Adcock	Robotics	42%
0.72	A Workflow-Oriented Framework for Asynchronous Human-AI Collaboration in Hybrid and Compute-Intensive HPC Environments	arxiv 2026-05-05	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%
0.72	Brainrot: Deskilling and Addiction are Overlooked AI Risks	arxiv 2026-05-05	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%
0.72	From Barrier to Bridge: The Case for AI Data Center/Power Grid Co-Design	arxiv 2026-05-04	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%
0.72	AI-Generated Smells: An Analysis of Code and Architecture in LLM and Agent-Driven Development	arxiv 2026-05-04	AI_010 The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'. Andrej Karpathy	AI	90%
0.72	Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost	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%
0.72	Will OpenAI, Anthropic, or Google acquire or take a controlling stake in a broker-dealer by the end of 2027?(market prob: 34%)	manifold 2026-05-11	238_027 OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW friction Alex Wissner-Gross	AI	35%
0.72	Gemini 3.2 released by May 22, 2026?(market prob: 88%)	manifold 2026-05-12	235_035 Apple finally launching AI with Gemini integration at WWDC in June 2026. Alex Wissner-Gross	AI	22%
0.72	ROMER: Expert Replacement and Router Calibration for Robust MoE LLMs on Analog Compute-in-Memory Systems	arxiv 2026-05-12	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	Will SpaceX complete a Starship integrated test flight reaching orbital insertion by June 14, 2026?(market prob: 3%)	manifold 2026-05-16	246_007 SpaceX road show will begin in June 2026. Peter Diamandis	Markets/Stocks	28%
0.72	Will Anthropic release a new model stronger than Haiku 4.5 before June 16?(market prob: 55%)	manifold 2026-05-16	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.72	Will an OpenAI or Anthropic employee comment on this market first?	manifold 2026-06-01	235_047 AI regulatory roles will be filled by Anthropic/OpenAI people bouncing back and forth (like SEC/Goldman Sachs). Dave Blundin	Geopolitics	10%
0.72	SIRI: Self-Internalizing Reinforcement Learning with Intrinsic Skills for LLM Agent Training	arxiv 2026-06-01	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%
0.72	Statistical Priors for Implicit Preferences: Decoupling Skill Selection as a Local Harness in Personal Agents	arxiv 2026-06-04	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%
0.72	Representation Learning Enables Scalable Multitask Deep Reinforcement Learning	arxiv 2026-06-04	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%
0.72	Catastrophic Forgetting as Accessibility Collapse: A Three-Level Framework for Knowledge Persistence in Continual Learning	arxiv 2026-06-04	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 Bitcoin reach $66,000 on June 8?(market prob: 1%)	polymarket 2026-06-08	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 anthropic be up a week from now?(market prob: 43%)	manifold 2026-06-09	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.72	What will OpenAI do before IPO that is easier as a private company? [Add answers]	manifold 2026-06-08	246_006 OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026). Peter Diamandis	Markets/Stocks	37%
0.72	RAILS: Verification-Native Clearing For Agentic Commerce	arxiv 2026-06-07	AI_027 Autonomous AI agents cannot function efficiently on legacy slow-moving fiat banking rails — therefore AI systems will inevitably adopt Bitcoin and scalable cryptographic networks as their native digital capital, operating independently across borders a... Michael Saylor	Crypto	25%
0.72	SynManDex: Synthesizing Human-like Dexterous Grasps from Synthetic Human Pre-Grasps	arxiv 2026-06-08	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 a robot be created that can fully substitute for a plumber before January 1st, 2030?(market prob: 8%)	manifold 2026-06-09	229_020 By end of 2026, Figure will be able to drop a robot into an unseen home and do fairly long-horizon work. Brett Adcock	Robotics	20%
0.72	MARCH: Model-Assisted Reinforcement Learning for the Perceptive Control of Humanoids over Sparse Footholds	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%
0.72	AI Researchers Must Help Lead Arms Control to Mitigate Military AI Risks	arxiv 2026-06-10	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%
0.72	Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models	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%
0.72	Will OpenAI publicly release a GPT-5.6 model by September 30, 2026?(market prob: 97%)	manifold 2026-06-15	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.72	How Inference Compute Shapes Frontier LLM Evaluation	arxiv 2026-06-16	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 Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning	arxiv 2026-06-16	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%
0.72	Want Better Synthetic Data? Steer It: Activation Steering for Low-Resource Language Generation	arxiv 2026-06-16	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	HALOMI: Learning Humanoid Loco-Manipulation with Active Perception from Human Demonstrations	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%
0.72	Will Bitcoin reach $65,000 on June 20?(market prob: 5%)	polymarket 2026-06-20	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 SpaceX close at a value below its IPO price before the end of 2026?(market prob: 80%)	manifold 2026-06-23	S_IPO_TRILLION_2027 First $1T+ IPO in 2027	ipo_trillion_plus	40%
0.72	Will there be an AI war before 2100?(market prob: 40%)	manifold 2026-06-24	232_021 No chance AI will be paused in the next three years given current administration and China competition. Dave Blundin	Geopolitics	75%
0.72	Autonomous Video Generation with Counterfactual Controllability for Self-Evolving World Models	arxiv 2026-06-23	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	Qwen-AgentWorld: Language World Models for General Agents	arxiv 2026-06-23	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	Weights in largest open-weight AI model before 2027?	manifold 2026-06-25	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%