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 69 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 69 / 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	Human Oversight and Overload: Two Hidden and Costly Burdens of AI-Assisted Software Engineering	arxiv 2026-06-04	AI_011 The vast majority of human programmers will be entirely replaced by AI within a single year — future programmer role transitions from debugger to 'conductor' directing autonomous agents to implement complex visions. Eric Schmidt	Labor/Jobs	20%
0.69	Critic-Guided Heterogeneous Multi-Agent Reasoning for Reliable Mathematical Problem Solving	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	Coding with "Enemy": Can Human Developers Detect AI Agent Sabotage?	arxiv 2026-06-04	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.69	Representation Learning Enables Scalable Multitask Deep Reinforcement Learning	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	Evaluating Stochastic Collapse and Implicit Bias in Multimodal Large Language Models	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	Large Language Models in K-12 Education: Alignment with State Curriculum Standards and Student Personas	arxiv 2026-06-03	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%
0.69	Flow-based Policy Adaptation without Policy Updates	arxiv 2026-06-04	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%
0.69	Twelve quick tips for designing AI-driven HPC workflows	arxiv 2026-06-05	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%
0.69	Declarative Skills for AI Agents in Knowledge-Grounded Tool-Use Workflows	arxiv 2026-06-05	IND_002 Educational systems must pivot from teaching skill acquisition and execution to teaching orchestration of agentic swarms and discovery of purpose — value accrues to individuals who master AI orchestration over traditional knowledge work; rendering trad... Alex Finn	Education	50%
0.69	Declarative Skills for AI Agents in Knowledge-Grounded Tool-Use Workflows	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	Neuro-Symbolic Learning for Long-Horizon Task Planning Under Complex Logical Constraints	arxiv 2026-06-05	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	GPT-5.6 released by June 15, 2026?(market prob: 25%)	polymarket 2026-05-15	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.69	What will be the lowest value Bitcoin reaches in 2027?	manifold 2026-06-09	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.69	Will a Claude Fable model be released Tuesday June 9th?(market prob: 99%)	manifold 2026-06-09	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.69	Scaling Neural Network Verification with Tensor Parallelism and Fully Sharded Data Parallelism	arxiv 2026-06-08	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%
0.69	Autonomous Incident Resolution at Hyperscale: An Agentic AI Architecture for Network Operations	arxiv 2026-06-08	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.69	APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing	arxiv 2026-06-07	CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz	AI	77%
0.69	Bridging the Agent-World Gap: Text World Models for LLM-based Agents	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%
0.69	Video2Sim2Real: Full-Stack Autonomous Dexterous Skill Acquisition from a Single Human Video	arxiv 2026-06-07	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 11?(market prob: 83%)	polymarket 2026-06-04	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	How many Starship launches will occur in 2027?	manifold 2026-06-10	242_005 Starship launch cadence will reach one every 5.3 minutes (274/day) Peter Diamandis	Space	49%
0.69	Workflow-GYM: Towards Long-Horizon Evaluation of Computer-use Agentic tasks in Real-World Professional Fields	arxiv 2026-06-09	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	Understanding and mitigating the risks of OpenClaw for non-technical users: A practical guide with Skill	arxiv 2026-06-09	237_002 We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed. Peter Diamandis	AI	55%
0.69	Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation	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	Towards Diverse Scientific Hypothesis Search with Large Language Models	arxiv 2026-06-09	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.69	A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis	arxiv 2026-06-09	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.69	Embodiment-conditioned Generalist Control for Multirotor Aerial Robots	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%
0.69	MIRAGE: A Polarity-Flipping Encoding Subspace in LLM Agents	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	OMG: Omni-Modal Motion Generation for Generalist Humanoid Control	arxiv 2026-06-09	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	Deterministic Execution of ROS 2 Applications via Lingua Franca	arxiv 2026-06-08	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 $50,000 on June 12?(market prob: 100%)	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	The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics	arxiv 2026-06-10	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	Rule Taxonomy and Evolution in AI IDEs: A Mining and Survey Study	arxiv 2026-06-10	AI_011 The vast majority of human programmers will be entirely replaced by AI within a single year — future programmer role transitions from debugger to 'conductor' directing autonomous agents to implement complex visions. Eric Schmidt	Labor/Jobs	20%
0.69	Intelligent Automation for Embodied Benchmark Construction: Pipelines, Embodiments, Simulators, and Trends	arxiv 2026-06-10	CMQ_050 Physical embodied AI represents the 'Fourth Wave' of AI development — projected to scale rapidly and commercially between 2025-2030. Industry analysts (synthesis)	Robotics	41%
0.69	When Do Data-Driven Systems Exhibit the Capability to Infer?	arxiv 2026-06-10	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	TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs	arxiv 2026-06-09	CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz	AI	77%
0.69	Workflow-GYM: Towards Long-Horizon Evaluation of Computer-use Agentic tasks in Real-World Professional Fields	arxiv 2026-06-09	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	Energy-Conserved Neural Pipelines: Attenuating Error Propagation in Modular Neural Networks via Physical Conservation Constraints	arxiv 2026-06-09	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	Will Anthropic, OpenAI and DeepMind voluntarily act in accordance with Trump’s executive order 14409 for all of 2026?(market prob: 59%)	manifold 2026-06-11	235_047 AI regulatory roles will be filled by Anthropic/OpenAI people bouncing back and forth (like SEC/Goldman Sachs). Dave Blundin	Geopolitics	50%
0.69	EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery	arxiv 2026-06-11	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%
0.69	Mining Architectural Quality Under Agentic AI Adoption: A Causal Study of Java Repositories	arxiv 2026-06-11	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%
0.69	Beyond Problem Solving: UOJ-Bench for Evaluating Code Generation, Hacking, and Repair in Competitive Programming	arxiv 2026-06-11	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	A Tutorial on World Models and Physical AI	arxiv 2026-06-11	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	Will the price of Bitcoin be above $60,000 on June 14?(market prob: 100%)	polymarket 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	Will Claude Fable 5 be restored for US customers by June 15?(market prob: 17%)	polymarket 2026-06-13	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.69	Will the price of Bitcoin be above $60,000 on June 15?(market prob: 99%)	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%
0.69	Will SpaceX valuation drop by -50% or more from its current level by end of 2026?(market prob: 53%)	manifold 2026-06-14	SPC_002 A SpaceX public-market liquidity event will reach a $1.5 trillion to $2 trillion valuation target — with roughly one-third defensible solely on proven Starlink + launch cash flow, and remaining two-thirds resting on speculative programs (Starship V3, o... Morgan Stanley	Markets/Stocks	45%
0.69	Glosso IPO By 2027?(market prob: 8%)	manifold 2026-06-14	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Bitcoin reach $68,000 on June 15?(market prob: 3%)	polymarket 2026-06-15	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.69	Will Claude Fable 5 be restored for US customers by June 22?(market prob: 26%)	polymarket 2026-06-13	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%