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 68 of 346, 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

17,289

page 68 / 346

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	Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution	arxiv 2026-05-04	CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor	Crypto	26%
0.69	Do LLMs have core beliefs?	arxiv 2026-05-05	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	Jiao: Bridging Isolation and Customization in Mixed Criticality Robotics	arxiv 2026-05-05	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	When will global population peak?	manifold 2026-05-06	FUT_007 Global economy accelerates into structural demographic depression 2026-2031 — Baby Boomer cohort transitions from high-velocity capital creators/consumers to capital-draining healthcare-dependent retirees; Gen X + Millennials lack numerical mass to rep... Peter Zeihan	Macro/Economy	41%
0.69	Will combined 2026 AI capex from {AWS, Azure, GCP, Meta, Oracle} exceed $300B?(market prob: 83%)	manifold 2026-05-04	CMQ_020 Nearly $2.5 trillion of AI-related infrastructure investment will flow through the global economy by 2028; >80% of that spending is still ahead of the market as of early 2026. Morgan Stanley	Macro/Economy	67%
0.69	Position: the Stochastic Parrot in the Coal Mine. Model Collapse is a Threat to Low-Resource Communities	arxiv 2026-05-05	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	Will SpaceX exercise its $60B acquisition option for Cursor before December 31, 2026?(market prob: 76%)	manifold 2026-05-05	246_002 SpaceX 2026 revenue will double to $20 billion (from $16B in 2025). Peter Diamandis	Markets/Stocks	46%
0.69	Constraint Decay: The Fragility of LLM Agents in Backend Code Generation	arxiv 2026-05-07	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	Towards Annotation-Free Validation of MLLMs: A Vision-Language Logical Consistency Metric	arxiv 2026-05-07	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	When AI Meets Science: Research Diversity, Interdisciplinarity, Visibility, and Retractions across Disciplines in a Global Surge	arxiv 2026-05-07	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	Counterargument for Critical Thinking as Judged by AI and Humans	arxiv 2026-05-06	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	Will Bitcoin reach $82,000 on May 10?(market prob: 14%)	polymarket 2026-05-10	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 Elon Musk post 140-159 tweets from May 8 to May 15, 2026?(market prob: 36%)	polymarket 2026-05-05	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will at least 25% of US retail investors report using an AI agent for an investment-related task by the end of 2027?(market prob: 74%)	manifold 2026-05-11	247_046 AI investment will reach $3 billion per day, up from $2B in 2025 Peter Diamandis	AI	55%
0.69	Will Alexandria Ocasio-Cortez win the 2028 Democratic presidential nomination?(market prob: 9%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.69	Will the price of Bitcoin be above $76,000 on May 14?(market prob: 98%)	polymarket 2026-05-07	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	GeomHerd: A Forward-looking Herding Quantification via Ricci Flow Geometry on Agent Interactive Simulations	arxiv 2026-05-12	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.69	Will Elon Musk post 480-499 tweets from May 15 to May 22, 2026?(market prob: 0%)	polymarket 2026-05-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 160-179 tweets from May 15 to May 22, 2026?(market prob: 0%)	polymarket 2026-05-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	When is Warmstarting Effective for Scaling Language Models?	arxiv 2026-05-13	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.69	Protocol-Driven Development: Governing Generated Software Through Invariants and Evidence	arxiv 2026-05-13	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%
0.69	How to Scale Mixture-of-Experts: From muP to the Maximally Scale-Stable Parameterization	arxiv 2026-05-13	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.69	Will Elon Musk post 240-259 tweets from May 15 to May 22, 2026?(market prob: 29%)	polymarket 2026-05-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Cory Booker win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.69	Perfect Parallelization in Mini-Batch SGD with Classical Momentum Acceleration	arxiv 2026-05-18	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%
0.69	SAFE-SVD: Sensitivity-Aware Fidelity-Enforcing SVD for Physics Foundation Models	arxiv 2026-05-18	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%
0.69	Will Elon Musk post 140-159 tweets from May 26 to June 2, 2026?(market prob: 68%)	polymarket 2026-05-23	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Anthropic flip BTC by December 31? [Polymarket](market prob: 67%)	manifold 2026-05-29	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.69	Teaching Values to Machines: Simulating Human-Like Behavior in LLMs	arxiv 2026-05-28	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	Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems	arxiv 2026-05-28	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	Plan, Don't Pose: Long Composite Motion Generation with Text-Aligned BFM	arxiv 2026-05-28	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	Do Physics Foundation Models Learn Generalizable Physics? A Bias-Aware Benchmark Across Physical Regimes and Distribution Shifts	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%
0.69	A Dual-Path Architecture for Scaling Compute and Capacity in LLMs	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%
0.69	DGSG-Mind: Dynamic 3D Gaussian Scene Graphs for Long-Term Scene Understanding and Grounding	arxiv 2026-05-28	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	EXACT-MPPI: Exact Signed-Distance Navigation for Arbitrary-Footprint Robots from Point Clouds via Path Integral Control	arxiv 2026-05-28	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	ElegantVLA: Learning When to Think for Efficient Vision-Language-Action Models	arxiv 2026-05-28	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 $76,000 on June 3?(market prob: 0%)	polymarket 2026-05-27	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 price of Bitcoin be above $78,000 on June 3?(market prob: 0%)	polymarket 2026-05-27	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	Bitcoin $82K in June?(market prob: 2%)	manifold 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	Multilinguality of Large Language Models From a Structural Perspective	arxiv 2026-06-01	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	Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning	arxiv 2026-06-01	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	Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence	arxiv 2026-05-31	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	Multi-Agent Computer Use	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%
0.69	SkillHarm: Lifecycle-Aware Skill-Based Attacks via Automated Construction	arxiv 2026-06-01	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	Will Bitcoin reach $87,500 in June?(market prob: 1%)	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%
0.69	Will artificial intelligence change everyday life more than the internet did(market prob: 52%)	manifold 2026-06-05	241_051 AI systems eventually won't have the ability to do completely new things Eric Schmidt	AI	38%
0.69	MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery	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	Where Should Knowledge Enter? A Layered Framework for Knowledge Infusion in Multimodal Iterative Generative Mo	arxiv 2026-06-04	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	From Reward-Hack Activations to Agentic Risk States: Context-Calibrated Mechanistic Monitoring in LLM Agents	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	Evaluating Agentic Configuration Repair for Computer Networks	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%