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64,690 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 32 of 1199, 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
0.71	Will the price of Bitcoin be above $68,000 on May 1?(market prob: 100%)	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%
0.71	Will MrBeast win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.71	Musk v. openAI trial prop bets [add answers]	manifold 2026-04-30	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.71	Will the price of Bitcoin be above $86,000 on May 6?(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	anthropics/anthropic-sdk-python v0.97.0	github_release 2026-04-23	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.71	Will any China-domestic AI chip reach ≥80% of NVIDIA H100 perf on a public benchmark before 2026-12-31?(market prob: 14%)	manifold 2026-05-04	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%
0.71	A Workflow-Oriented Framework for Asynchronous Human-AI Collaboration in Hybrid and Compute-Intensive HPC Environments	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%
0.71	Enhancing RL Generalizability in Robotics through SHAP Analysis of Algorithms and Hyperparameters	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%
0.71	AIs and Humans with Agency	arxiv 2026-05-04	237_029 AI agents can do productive tasks indefinitely, for days on end, fundamentally changing the AI experience. Dave Blundin	AI	47%
0.71	The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure	arxiv 2026-05-04	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.71	MolmoAct2: Action Reasoning Models for Real-world Deployment	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%
0.71	RLearner-LLM: Balancing Logical Grounding and Fluency in Large Language Models via Hybrid Direct Preference Optimization	arxiv 2026-05-06	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	Will Apple announce Vision Pro 2 (or any new Vision Pro hardware) at WWDC 2026 (June 8-12)?(market prob: 5%)	manifold 2026-05-08	246_029 Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026. Alex Wissner-Gross	AI	54%
0.71	Agentic AIs Are the Missing Paradigm for Out-of-Distribution Generalization in Foundation Models	arxiv 2026-05-07	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%
0.71	Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs	arxiv 2026-05-12	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%
0.71	The Expressivity Boundary of Probabilistic Circuits: A Comparison with Large Language Models	arxiv 2026-05-13	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.71	ASH: Agents that Self-Hone via Embodied Learning	arxiv 2026-05-14	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%
0.71	Will Bitcoin reach $85,000 on May 17?(market prob: 0%)	polymarket 2026-05-17	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%
0.71	Will Anthropic release a new model stronger than Haiku 4.5 before June 16?(market prob: 55%)	manifold 2026-05-16	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.71	ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop	arxiv 2026-05-18	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%
0.71	Will Bitcoin reach $77,500 in May?(market prob: 0%)	polymarket 2026-05-26	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	Unlocking the Working Memory of Large Language Models for Latent Reasoning	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%
0.71	Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents	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%
0.71	Will Bitcoin reach $80,000 May 25-31?(market prob: 0%)	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%
0.71	Will the price of Bitcoin be above $68,000 on June 2?(market prob: 99%)	polymarket 2026-05-26	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	Will the price of Bitcoin be above $68,000 on June 3?(market prob: 42%)	polymarket 2026-05-27	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%
0.71	Will Bitcoin reach $72,500 in June?(market prob: 18%)	polymarket 2026-06-01	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	MOC: Multi-Order Communication in LLM-based Multi-Agent Systems	arxiv 2026-06-01	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	MLLM-Microscope: Unlocking Hidden Structure Within Multimodal Large Language Models	arxiv 2026-05-30	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	Benchmark Everything Everywhere All at Once	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%
0.71	Risk Assessment of Autonomous Driving: Integrating Technical Failures, Ethical Dilemmas, and Policy Frameworks	arxiv 2026-06-04	243_011 Autonomous driver will be much safer than a human being Dara Khosrowshahi	Auto/Transport	44%
0.71	Emergent Language as an Approach to Conscious AI	arxiv 2026-06-04	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%
0.71	Human Oversight and Overload: Two Hidden and Costly Burdens of AI-Assisted Software Engineering	arxiv 2026-06-04	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.71	SubtleMemory: A Benchmark for Fine-Grained Relational Memory Discrimination in Long-Horizon AI Agents	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%
0.71	The End of Software Engineering: How AI Agents Are Fundamentally Restructuring the Software Paradigm	arxiv 2026-06-04	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%
0.71	Predictable Scaling Laws of Optimal Hyperparameters for LLM Continued Pre-training	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%
0.71	How AI Agents Reshape Knowledge Work: Autonomy, Efficiency, and Scope	arxiv 2026-06-05	IND_027 Ongoing 'reasoning boom' where scientific software development operates on a '20-80 human split' — AI handles 80% of cognitive labor, humans handle 20%, driving recursive self-improvement timelines toward the Singularity; fundamental inversion from hum... Eric Schmidt	Labor/Jobs	42%
0.71	The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective	arxiv 2026-06-05	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%
0.71	The Fine-Tuning Trap: Evaluating Negative Transfer and the Role of PEFT in Sub-1B Mathematical Reasoning	arxiv 2026-06-05	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%
0.71	ThinkBooster: A Unified Framework for Seamless Test-Time Scaling of LLM Reasoning	arxiv 2026-06-05	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%
0.71	Will the price of Bitcoin be above $62,000 on June 9?(market prob: 91%)	polymarket 2026-06-02	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%
0.71	New gemini version out in june(market prob: 75%)	manifold 2026-06-08	235_035 Apple finally launching AI with Gemini integration at WWDC in June 2026. Alex Wissner-Gross	AI	35%
0.71	Will the price of Bitcoin be above $56,000 on June 10?(market prob: 100%)	polymarket 2026-06-03	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%
0.71	Emergent alignment and the projectability of ethical personas	arxiv 2026-06-08	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%
0.71	Agent Economics: An Entropy-Controlled Pluralistic Alignment Framework for Preventing Artificial Hivemind in Autonomous Agents	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%
0.71	Sustainability and Artificial Intelligence: Necessary, Challenging, and Promising Intersections	arxiv 2026-06-08	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%
0.71	Instrumental convergence and power-seeking	arxiv 2026-06-07	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%
0.71	Unifying Object-Centric World Models and Diffusion Policy: A Hierarchical Framework for Multi-Stage Robotic Tasks	arxiv 2026-06-07	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%
0.71	Claw-R1: A Step-Level Data Middleware System for Agentic Reinforcement Learning	arxiv 2026-06-08	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%
0.71	Piper: A Programmable Distributed Training System	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%