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114,087 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 51 of 2112, 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	BitTP: The Lightweight Trajectory Prediction Model with BitLLM for Edge-Devices	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	Reliable Reasoning with Large Language Models via Preference-Based Maximum Satisfiability	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	Opt-Verifier: Unleashing the Power of LLMs for Optimization Modeling via Dual-Side Verification	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	Attention Asymmetry in AI Layoff Discourse on X: A Computational Analysis of Capital vs Labour Amplification	arxiv 2026-05-28	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	35%
0.71	Will Bitcoin reach $74,000 on June 1?(market prob: 2%)	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	Tesla and SpaceX merger officially announced by June 30?(market prob: 2%)	polymarket 2026-01-30	240_027 SpaceX and xAI will merge and go public in the next couple of months Peter Diamandis	Markets/Stocks	74%
0.71	Will the price of Bitcoin be above $68,000 on June 4?(market prob: 7%)	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%
0.71	Towards Healthy Evolution: Exploring the Role and Mechanisms of Human-Agent Interaction in Self-Evolving Systems	arxiv 2026-06-04	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.71	When Tools Fail: Benchmarking Dynamic Replanning and Anomaly Recovery in LLM 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%
0.71	CASS-RTL: Correctness-Aware Subspace Steering for RTL Generation with LLMs	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	Decision-Aware Evaluation of Physics-Informed Surrogates	arxiv 2026-06-05	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%
0.71	Will the price of Bitcoin be above $62,000 on June 10?(market prob: 46%)	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	The Token Not Taken: Sampling, State, and the Variability of AI Agent Outputs	arxiv 2026-06-08	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.71	Motion planning for hundreds of floating robots	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%
0.71	FDA ANDA220866: ANDA220866 ((unspecified)) — HETERO LABS LIMITED	fda 2026-06-01	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.71	Generative Explainability for Next-Generation Networks: LLM-Augmented XAI with Mutual Feature Interactions	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%
0.71	Uncovering Vulnerability of Vision-Language-Action Models under Joint-Level Physical Faults	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%
0.71	OMG: Omni-Modal Motion Generation for Generalist Humanoid Control	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%
0.71	SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning	arxiv 2026-06-11	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	Toward Instructions-as-Code: Understanding the Impact of Instruction Files on Agentic Pull Requests	arxiv 2026-06-11	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%
0.71	Under What Conditions Can a Machine Become Genuinely Creative?	arxiv 2026-06-11	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	MAStrike: Shapley-Guided Collusive Red-Teaming on Multi-Agent Systems	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	56%
0.71	The Mathematics of AI Winters: The mathematical Taxonomy of Paradigm Fragility in AI Winter	arxiv 2026-06-10	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	Will the price of Bitcoin be above $68,000 on June 15?(market prob: 3%)	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%
0.71	Will the price of Bitcoin be above $62,000 on June 15?(market prob: 98%)	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%
0.71	Will Anthropic release a system card of a model at a new frontier of intellegence by August 31st?(market prob: 36%)	manifold 2026-06-14	240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin	AI	46%
0.71	The Integrator Advantage: Controlled Agentic AI for Small and Medium-Sized Companies	arxiv 2026-06-15	IND_015 Integration of open agentic systems drives near-term 'economic inversion' — arrival of 'AI CEO' in 2026: autonomous algorithmic systems capable of directing capital and labor so efficiently they accumulate billionaire-level wealth. Open-source AI acts ... Emad Mostaque	Macro/Economy	26%
0.71	An affordable hardware-aware neural architecture search for deploying convolutional neural networks on ultra-low-power computing platforms	arxiv 2026-06-15	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.71	Will the price of Bitcoin be above $72,000 on June 18?(market prob: 0%)	polymarket 2026-06-11	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 $66,000 on June 18?(market prob: 7%)	polymarket 2026-06-11	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	How Inference Compute Shapes Frontier LLM Evaluation	arxiv 2026-06-16	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.71	Dimensionality Controls When Modularity Helps in Continual Learning	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%
0.71	Position: Coding Benchmarks Are Misaligned with Agentic Software Engineering	arxiv 2026-06-16	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%
0.71	From Democracies to Autocracies: How AI Systems Enable Authoritarianism by Design	arxiv 2026-06-15	IND_006 Trajectory of AI development — and by extension future of American economic labor — will be decided by political outcomes rather than purely technical hurdles. Overly restrictive regulatory regimes threaten to stall frontier science and cede global AI ... Ben Horowitz	Geopolitics	56%
0.71	OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation	arxiv 2026-06-16	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	HumanoidArena: Benchmarking Egocentric Hierarchical Whole-body Learning	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%
0.71	Will the price of Bitcoin be above $64,000 on June 20?(market prob: 5%)	polymarket 2026-06-13	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 $54,000 on June 20?(market prob: 100%)	polymarket 2026-06-13	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	Sovereign Execution Brokers: Enforcing Certificate-Bound Authority in Agentic Control Planes	arxiv 2026-06-18	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%
0.71	Augmenting Game AI with Deep Reinforcement Learning	arxiv 2026-06-18	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	Towards Engineering Scaling Laws with Pretraining Data Composition	arxiv 2026-06-18	SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba	AI/Hardware	71%
0.71	Token-Operations-Oriented Inference Optimization Techniques for Large Models	arxiv 2026-06-18	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%
0.71	Co-VLA: Coordination-Aware Structured Action Modeling for Dual-Arm Vision-Language-Action Systems	arxiv 2026-06-18	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	Will I think OpenAI was being honest about their structure in 2025?(market prob: 75%)	manifold 2026-06-20	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.71	Will GPT-5.6 be released between June 22 and June 28, 2026?(market prob: 2%)	polymarket 2026-05-15	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.71	Will Elon Musk be worth more than 2 Trillion Dollars before 2027?(market prob: 14%)	manifold 2026-06-23	236_008 First $100 trillion dollar companies and multi-trillionaires will come online Peter Diamandis	Markets/Stocks	53%
0.71	PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems	arxiv 2026-06-21	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	HoloAgent-0: A Unified Embodied Agent Framework with 3D Spatial Memory	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%
0.71	Will the price of Bitcoin be above $64,000 on June 25?(market prob: 2%)	polymarket 2026-06-18	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 $54,000 on June 25?(market prob: 100%)	polymarket 2026-06-18	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%