Validations Queue

78,110 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 79 of 1452, 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)

78,110

Reviewed

Filtered

72,588

page 79 / 1452

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (78110)arxiv (36176)codex_research_pack (134)edgar_8k (3041)fda (3175)gdelt (1218)github_release (3022)manifold (8368)polymarket (22976)

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
0.69	Will MNX let people trade Anthropic futures before Anthropic goes public?(market prob: 61%)	manifold 2026-06-02	238_027 OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW friction Alex Wissner-Gross	AI	35%
0.69	Evolutionary Discovery of Bivariate Bicycle Codes with LLM-Guided Search	arxiv 2026-06-01	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%
0.69	Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence	arxiv 2026-05-31	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%
0.69	Multi-Agent Computer Use	arxiv 2026-06-01	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%
0.69	Will the price of Bitcoin be above $74,000 on June 4?(market prob: 0%)	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%
0.69	Emergent Language as an Approach to Conscious AI	arxiv 2026-06-04	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%
0.69	Sample-efficient Low-level Motion Planning for Robotic Manipulation Tasks via Zero-shot Transfer Learning	arxiv 2026-06-04	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%
0.69	Do More Agents Help? Controlled and Protocol-Aligned Evaluation of LLM Agent Workflows	arxiv 2026-06-04	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%
0.69	Safe Embodied AI for Long-horizon Tasks: A Cross-layer Analysis of Robotic Manipulation	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%
0.69	EMBER: Efficient Memory via Budgeted Evidence Retention for Long-Horizon 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%
0.69	YouZhi: Towards High-Concurrency Financial LLMs via Adaptive GQA-to-MLA Transition	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%
0.69	NextMotionQA: Benchmarking and Judging Human Motion Understanding with Vision-Language Models	arxiv 2026-06-03	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%
0.69	Hybrid Adversarial Defence for Natural Language Understanding Tasks	arxiv 2026-06-03	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%
0.69	Flash-WAM: Modality-Aware Distillation for World Action Models	arxiv 2026-06-03	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%
0.69	OSCAR: Omni-Embodiment Action-Conditioned World Model for Robotics	arxiv 2026-06-03	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%
0.69	Will the price of Bitcoin be above $60,000 on June 8?(market prob: 91%)	polymarket 2026-06-05	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%
0.69	Self-evolving LLM agents with in-distribution Optimization	arxiv 2026-06-05	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%
0.69	Predictive Style Matching: Natural and Robust Humanoid Locomotion	arxiv 2026-06-05	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%
0.69	Will the price of Bitcoin be above $60,000 on June 9?(market prob: 98%)	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%
0.69	Will Bitcoin be exactly higher 7 days from now?(market prob: 62%)	manifold 2026-06-07	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%
0.69	GPT-5.6 released by June 15, 2026?(market prob: 25%)	polymarket 2026-05-15	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.69	Will DeepSWE be saturated before 2027 (≥90%)?(market prob: 89%)	manifold 2026-06-09	235_005 AI capability will grow 100x this year in raw parameter count as lower bound. Dave Blundin	AI	49%
0.69	From 0-to-1 to 1-to-N: Reproducible Engineering Evidence for MetaAI Recursive Self-Design	arxiv 2026-06-08	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.69	Self-Explainability in Self-Adaptive and Self-Organising Systems: Status and Research Directions	arxiv 2026-06-08	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%
0.69	Unified Energy for Invariant and Independent Decoding in Diffusion Language Models	arxiv 2026-06-08	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.69	Sustainability and Artificial Intelligence: Necessary, Challenging, and Promising Intersections	arxiv 2026-06-08	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%
0.69	Sustainability and Artificial Intelligence: Necessary, Challenging, and Promising Intersections	arxiv 2026-06-08	INF_021 AI data centers are the 'steel mills of the 21st century' — humanity will miss near-term climate-change mitigation goals, with the bet that a sufficiently capable AI later solves the climate crisis retroactively. Eric Schmidt	Energy	47%
0.69	SNN-MLIR: An MLIR Dialect for Compiling Neuromorphic SNNs from NIR to Bare-Metal C	arxiv 2026-06-08	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Diffuse AI Control on Fuzzy Tasks	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%
0.69	IR-SIM: A Lightweight Skill-Native Simulator for Navigation, Learning, and Benchmarking	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%
0.69	Harnessing Streaming Video in the Wild	arxiv 2026-06-07	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%
0.69	TimpaTeks: Automatic In-place Text Sequence Modification via Diffusion Language Model Steering	arxiv 2026-06-07	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%
0.69	ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity	arxiv 2026-06-09	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%
0.69	T1-Bench: Benchmarking Multi-Scenario Agents in Real-World Domains	arxiv 2026-06-09	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%
0.69	Frontier Coding Agents Use Metaprogramming to Adapt to Unfamiliar Programming Languages	arxiv 2026-06-09	234_017 OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks OpenAI Codex Lead	AI	41%
0.69	Harnessing the Collective Intelligence of AI Agents in the Wild for New Discoveries	arxiv 2026-06-09	238_012 OpenAI aspires to have 100 AI scientists winning 100 Nobel Prizes Kevin Weil	AI	38%
0.69	LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks	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%
0.69	MemVenom: Triggered Poisoning of Multimodal Memories in Web Agents	arxiv 2026-06-09	CYB_012 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di... Alex Finn	AI	44%
0.69	Few-step Generative Models as Lossy Compression	arxiv 2026-06-09	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.69	Language-Driven Cost Optimization for Autonomous Driving	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%
0.69	Bridging Semantics and Physical Execution: A Neuro-Symbolic Framework for Multi-Pair Robotic Assembly	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%
0.69	Uncovering Vulnerability of Vision-Language-Action Models under Joint-Level Physical Faults	arxiv 2026-06-09	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%
0.69	Will the price of Bitcoin be above $60,000 on June 13?(market prob: 99%)	polymarket 2026-06-06	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%
0.69	Will the Q2 2026 U.S. gross domestic purchases price index rise at least 3.0% in the advance GDP estimate?(market prob: 60%)	manifold 2026-06-11	AUT_007 2026 US GDP growth 5% to 6.2% driven directly by AI productivity — citing massive productivity increases unlocked by enterprise AI integration as primary catalyst. Traditional enterprise SaaS 'maintenance and migration' revenue models structurally coll... Chamath Palihapitiya	Macro/Economy	13%
0.69	CHORUS: Decentralized Multi-Embodiment Collaboration with One VLA Policy	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%
0.69	A Lightweight Multi-Agent Framework for Automated Concrete Barrier Design	arxiv 2026-06-10	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	61%
0.69	Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning	arxiv 2026-06-10	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%
0.69	Layer-Isolated Evaluation: Gating the Deterministic Scaffold of a Production LLM Agent with a No-LLM, Regression-Locked Test Harness	arxiv 2026-06-10	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.69	EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery	arxiv 2026-06-11	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	44%
0.69	ReSET: Accurate Latency-Critical NVFP4 Reasoning via Step-Aware Temperature Scaling	arxiv 2026-06-11	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%