Validations Queue

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 71 of 76, 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.

Pending (total)

114,087

Reviewed

Filtered

3,784

page 71 / 76

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (114087)arxiv (53983)codex_research_pack (134)edgar_8k (3736)fda (5380)gdelt (1218)github_release (3352)manifold (11051)polymarket (35233)

Page size

50 100 200 500

Bulk auto-confirm by similarity threshold

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.

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.70	SciText2Eq: Assessing LLMs for Explainable Equation Generation for Scientific Creativity	arxiv 2026-06-14	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%
0.70	Agentic Framework for Deep Learning workload migration via In-Context Learning	arxiv 2026-06-14	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%
0.70	Heteroskedastic Signals in Budgeted LLM Verification: Structural Heterogeneity Limits Optimization Gains	arxiv 2026-06-14	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%
0.70	MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents	arxiv 2026-06-15	238_025 AI computer-use benchmarks (OSWorld, Tbench) have broken through human level Emad Mostaque	AI	45%
0.70	T-Rex: Tactile-Reactive Dexterous Manipulation	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%
0.70	Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers	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%
0.70	Speaking in Self-Assessing Tongues: On the Verbalized Confidence of LLMs in Machine Translation	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%
0.70	Spotlight: Synergizing Seed Exploration and Spot GPUs for DiT RL Post-Training	arxiv 2026-06-17	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%
0.70	Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems	arxiv 2026-06-17	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	What Must Generalist Agents Remember?	arxiv 2026-06-17	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	Sumi: Open Uniform Diffusion Language Model from Scratch	arxiv 2026-06-17	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.70	Beyond Prediction: Tail-Aware Scheduling for LLM Inference	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%
0.70	LegalWorld: A Life-Cycle Interactive Environment for Legal Agents	arxiv 2026-06-17	CYB_025 The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est... Ralph Losey	Other	77%
0.70	Do as I Do: Dexterous Manipulation Data from Everyday Human Videos	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%
0.70	Will Claude Fable 5 be restored for US customers by June 26?(market prob: 9%)	polymarket 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%
0.70	Will the S&P 500 close above 7000 on December 31, 2026?(market prob: 77%)	manifold 2026-06-18	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%
0.70	PhysDrift: Bridging the Embodiment Gap in Humanoid Co-Speech Motion Generation	arxiv 2026-06-18	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	31%
0.70	A Systematic Evaluation of Black-Box Uncertainty Estimation Methods for Large Language 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%
0.70	GEMS: Geometric Constraints Enable Multi-Semantic Superposition in LLMs	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%
0.70	Token-Operations-Oriented Inference Optimization Techniques for Large Models	arxiv 2026-06-18	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	The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI	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%
0.70	Will GPT-5.6 not be released by June 28, 2026?(market prob: 66%)	polymarket 2026-05-15	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.70	Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies	arxiv 2026-06-22	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%
0.70	Attacking the Trusted Imagination: Oracle-Level Integrity Attacks on Imagine-then-Act World Models	arxiv 2026-06-22	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	Evolutionary Optimization Reveals Structural Constraints on Reservoir Architecture for Spatiotemporal Chaos	arxiv 2026-06-22	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	PaperClaw: Harnessing Agents for Autonomous Research and Human-in-the-Loop Refinement	arxiv 2026-06-21	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%
0.70	MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?	arxiv 2026-06-22	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	Curiosity as Linguistic Intervention: Using LLM Tutoring Dialogues to Influence Exploratory Learning Behavior	arxiv 2026-06-21	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%
0.70	BluTrain: A C++/CUDA Framework for AI Systems	arxiv 2026-06-23	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	TACTFUL: Tactile-Driven Exploration For Object Localization and Identification in Confined Environments	arxiv 2026-06-23	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%
0.70	Themis: An explainable AI-enabled framework for Reinforcement Learning with Human Feedback	arxiv 2026-06-23	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%
0.70	DynaWM: Dynamics-Aware Distillation with World Model and Momentum Targets for Smooth Locomotion over Continuous Stairs	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%
0.70	Critique of Agent Model	arxiv 2026-06-22	238_034 Software developers should build for AI agents, not humans — agents are the new consumers Andrej Karpathy	AI	38%
0.70	Parallel Manifold Steering: Efficient Adaptation of Large Associative Memories via Residual Energy Shaping	arxiv 2026-06-23	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	AI Snitches Get Glitches: Towards Evading Agentic Surveillance	arxiv 2026-06-24	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%
0.70	Proactive Systems in HCI and AI: Concepts, Challenges, and Opportunities	arxiv 2026-06-23	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%
0.70	Towards Scalable Multi-Task Reinforcement Learning with Large Decision 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%
0.70	A Multi-Level Validation and Traceability Framework for AI-Generated Telescope Scheduling Decisions	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%
0.70	An Empirical Study of LLM-Generated Specifications for VeriFast	arxiv 2026-06-25	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%
0.70	Graph Neural Networks Applications Across Domains: All Insights You Need	arxiv 2026-06-25	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	Rocket Lab Corp (RKLB) (CIK 0001819994)	edgar_8k 2026-06-29	SPC_004 Rocket Lab USA (RKLB) will leverage its dominance in the small-to-medium launch market — 2025 revenue $602M (+38% YoY), market cap nearing $49B by early 2026 — as a key beneficiary of the SpaceX-ecosystem repricing wave. Morgan Stanley	Markets/Stocks	83%
0.70	Will the price of Bitcoin be above $54,000 on July 1?(market prob: 100%)	polymarket 2026-06-24	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.70	Will Anthropic file a therapeutic patent before July 2029?(market prob: 70%)	manifold 2026-06-30	CMQ_007 Anthropic corporate revenue will reach trillions of dollars before 2030. Dario Amodei	AI	41%
0.70	GROW$^2$: Grounding Which and Where for Robot Tool Use	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%
0.70	Exploring Motivations for Algorithm Mention in the Domain of Natural Language Processing: A Deep Learning Approach	arxiv 2026-06-29	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.70	ScAle: Attention Head Scaling as a Minimal Adapter for Spatial Reasoning in Vision Language Models	arxiv 2026-06-28	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%
0.70	Arko-T: A Foundation Model for Text-to-Structured 3D Generation	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%
0.70	Building Multi-Task Agentic LLMs via Two-Phase Distillation	arxiv 2026-06-29	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%
0.70	Selective Memory Retention for Long-Horizon LLM Agents	arxiv 2026-06-28	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%
0.70	Sequential Planning via Anchored Robotic Keypoints	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%