Validations Queue

80,311 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 136 of 353, 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)

80,311

Reviewed

Filtered

17,622

page 136 / 353

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (80311)arxiv (36176)codex_research_pack (134)edgar_8k (3091)fda (3245)gdelt (1218)github_release (3027)manifold (8764)polymarket (24656)

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
0.68	HINT-SD: Targeted Hindsight Self-Distillation for Long-Horizon Agents	arxiv 2026-05-18	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%
0.68	Will Bitcoin reach $80,000 in May?(market prob: 0%)	polymarket 2026-05-26	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Will Anthropic flip BTC by December 31? [Polymarket](market prob: 67%)	manifold 2026-05-29	238_028 Anthropic plugins will enable market-by-market disruption (could short stocks and announce plugins) Emad Mostaque	Markets/Stocks	31%
0.68	Will there be a physical protest at Discord headquarters before 2028?(market prob: 38%)	manifold 2026-05-24	230_044 Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats. Peter Diamandis	Geopolitics	51%
0.68	Self-Trained Verification for Training- and Test-Time Self-Improvement	arxiv 2026-05-28	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%
0.68	Same Evidence, Different Answers: Canonical-Context On-Policy Distillation for Multi-Turn Language Models	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%
0.68	Dissociative Identity: Language Model Agents Lack Grounding for Reputation Mechanisms	arxiv 2026-05-28	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%
0.68	Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems	arxiv 2026-05-28	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%
0.68	A Theoretical and Experimental Study of a Novel Adaptive Learning Algorithm	arxiv 2026-05-28	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.68	LoMo: Local Modality Substitution for Deeper Vision-Language Fusion	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%
0.68	ActTraitBench: Quantifying the Knowledge-Decision Gap in Large Language Models via Human-Grounded Behavioral Validation	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%
0.68	Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents	arxiv 2026-05-28	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	A Heterogeneous Architecture for Robot RL Beyond GPU-Dominant Paradigms	arxiv 2026-05-28	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%
0.68	Will Elon Musk post 80-99 tweets from May 29 to June 5, 2026?(market prob: 1%)	polymarket 2026-05-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Largest company end of July 2026?	manifold 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	FDA ANDA212975: IMATINIB MESYLATE (IMATINIB MESYLATE) — HETERO LABS LTD V	fda 2026-05-22	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will Elon Musk post 100-119 tweets from May 29 to June 5, 2026?(market prob: 0%)	polymarket 2026-05-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Baidu have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	CYB_028 The 2024-2026 AI arms race directly parallels the hyper-speculative early-1990s dot-com bubble and subsequent search-engine wars — while underlying technology is transformative, the vast majority of highly-valued competitors and heavily-funded startups... Mark Cuban	Markets/Stocks	48%
0.68	Will Amazon have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.68	Will Z.ai have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin	AI	49%
0.68	SPADE-Bench: Evaluating Spontaneous Strategic Deception in Agents via Plan-Action Divergence	arxiv 2026-06-01	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%
0.68	COMAP: Co-Evolving World Models and Agent Policies for LLM Agents	arxiv 2026-06-01	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%
0.68	MOC: Multi-Order Communication in LLM-based Multi-Agent Systems	arxiv 2026-06-01	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%
0.68	Coordination Graphs for Constrained Multi-Agent Reinforcement Learning	arxiv 2026-06-01	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%
0.68	Stochastic convergence of parallel asynchronous adaptive first-order methods	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%
0.68	A Framework for Graph-Conditioned Hierarchical Shapley Attribution in Patent Valuation	arxiv 2026-06-01	AI_016 The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs. Alex Wissner-Gross	AI	82%
0.68	A Framework for Graph-Conditioned Hierarchical Shapley Attribution in Patent Valuation	arxiv 2026-06-01	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%
0.68	Compliance-Scored Best-of-N Guardrail Orchestration for Multimodal Document Generation in Payments Dispute Defense	arxiv 2026-06-01	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.68	Observation, Not Prediction: Conversation-Level Disaggregated Scheduling for Agentic Serving	arxiv 2026-06-01	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%
0.68	Unified Context Evolution for LLM Agents	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%
0.68	CRAB-Bench: Evaluating LLM Agents under Complex Task Dependencies and Human-aligned User Simulation	arxiv 2026-06-01	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%
0.68	Deep Research as Rubric for Reinforcement Learning	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%
0.68	FDA ANDA220104: MIRTAZAPINE (MIRTAZAPINE) — MICRO LABS	fda 2026-05-19	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will Blue Moon be launched on Falcon Heavy ?(market prob: 17%)	manifold 2026-06-02	COD_SPC_005 NASA Dragonfly launches on Falcon Heavy in the July 2028 window Codex Research Pack	Space	33%
0.68	Will Elon Musk post 60-79 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Bitcoin dip to $57,000 on June 5?(market prob: 3%)	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%
0.68	Will US unemployment exceed 5% in 2026?(market prob: 39%)	manifold 2026-06-04	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%
0.68	HANDOFF: Humanoid Agentic Task-Space Whole-Body Control via Distilled Complementary Teachers	arxiv 2026-06-04	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.68	Where Should Knowledge Enter? A Layered Framework for Knowledge Infusion in Multimodal Iterative Generative Mo	arxiv 2026-06-04	AI_025 Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps. Mark Cuban	AI	60%
0.68	Integrating Mechanistic and Data-Driven Models for Neurological Disorders through Differentiable Programming	arxiv 2026-06-04	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%
0.68	LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents	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%
0.68	When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents	arxiv 2026-06-04	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	Benchmarks in Leipzig	arxiv 2026-06-04	238_020 Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently) Alex Wissner-Gross	AI	61%
0.68	Benchmarks in Leipzig	arxiv 2026-06-04	SEM_035 World-class, AI-based mathematicians will emerge within a single year (by ~early 2027). Eric Schmidt	AI/Cognition	45%
0.68	Catastrophic Forgetting as Accessibility Collapse: A Three-Level Framework for Knowledge Persistence in Continual Learning	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%
0.68	CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments	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%
0.68	T-FunS3D: Task-Driven Hierarchical Open-Vocabulary 3D Functionality Segmentation	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%
0.68	Will Elon Musk post 180-199 tweets from June 5 to June 12, 2026?(market prob: 13%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Re-imagining ISO 26262 in the Age of Autonomous Vehicles: Enhancing Controllability through Transferability and Predictability	arxiv 2026-06-05	243_011 Autonomous driver will be much safer than a human being Dara Khosrowshahi	Auto/Transport	44%
0.68	Hierarchical Certified Semantic Commitment for Byzantine-Resilient LLM-Agent Collaboration	arxiv 2026-06-05	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%