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 472 of 2112, 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

105,599

page 472 / 2112

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
0.65	Signal or Noise? Understanding Generative Models for Real-World Sensor Time Series	arxiv 2026-07-05	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%
0.65	Advances in Neural Controlled Differential Equations	arxiv 2026-07-06	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%
0.65	SMART: A Machine Learning and Monte Carlo Framework for Rapid Analysis of Stochastic Transistor Aging and Process Variation in Digital Circuits	arxiv 2026-07-06	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.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%
0.65	Unified convergence analysis for gradient descent optimization methods in the training of deep neural networks	arxiv 2026-07-05	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%
0.65	ACE: Agentic Control for Embodied Manipulation via Zero-shot Workflow Reasoning	arxiv 2026-07-05	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%
0.65	KAM-WM: Kinematic Affordance Maps from Latent World Models for Robot Manipulation	arxiv 2026-07-06	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%
0.65	Integrated Graph Search and Model Predictive Control for Smooth and Efficient Path Planning in Autonomous Vehicles	arxiv 2026-07-05	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.65	A Century of Group Theory in Particle Physics and Beyond	arxiv 2026-07-06	241_031 Scientists don't agree yet on approach for recursive self-improvement Eric Schmidt	AI	48%
0.65	Will Elon Musk post 380-399 tweets from July 7 to July 14, 2026?(market prob: 0%)	polymarket 2026-07-04	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.65	Will Silver (XAGUSD) hit (LOW) $54 in July?(market prob: 43%)	polymarket 2026-06-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.65	The Large Cancer Assistant (LCA): A Model-Agnostic Orchestration Framework for Scalable Clinical Decision Support in Oncology	arxiv 2026-07-07	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%
0.65	Responsible Personalisation: The Double-Edged Sword of Personalisation in Human-Robot Interaction	arxiv 2026-07-07	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%
0.65	DT-Guard: Intent-Driven Reasoning-Active Training for Reasoning-Free LLM Safety Guardrail	arxiv 2026-07-07	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%
0.65	TriA Pipeline: A Large-Scale Automatic Audio Annotation Pipeline For Audio Classification In Specific Scenarios	arxiv 2026-07-07	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.65	Improving LLM-Generated Process Model Quality Through Reinforcement Learning: The Role of Reward Function Design	arxiv 2026-07-07	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%
0.65	Property-Driven Synthetic Data Engineering for Data-Scarce Software Systems: Reflections from the Breast Cancer Domain	arxiv 2026-07-07	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%
0.65	Property-Driven Synthetic Data Engineering for Data-Scarce Software Systems: Reflections from the Breast Cancer Domain	arxiv 2026-07-07	CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt	Defense	17%
0.65	x-Prediction Is All You Need:Training-Free Accelerated Generation via Endpoint Decodability	arxiv 2026-07-07	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.65	Beyond Accuracy: How Humans Evaluate Legally Correct but Socially Controversial Legal Advice from Machines	arxiv 2026-07-06	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%
0.65	Safe Bayesian Optimization with Counterfactual Policies	arxiv 2026-07-06	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	31%
0.65	PatchOptic for Shared-State LLM Workflows with Projected Views and Verified Structured Updates	arxiv 2026-07-06	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%
0.65	Modeling Normal Is All You Need: Joint Latent Clustering for Anomaly Detection in Multimodal Cyber-Physical Systems	arxiv 2026-07-07	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%
0.65	SplineNet: An Isogeometric Deep Learning Method for Complex Shells	arxiv 2026-07-07	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%
0.65	Drift Happens: An Empirical Study of Neural Architecture Robustness to Temporal Distribution Shift	arxiv 2026-07-07	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%
0.65	No Subspace to Track: Non-Identifiability and Optimizer State in Low-Rank Training	arxiv 2026-07-07	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%
0.65	Two Sides of the Same Coin: Learning the Backdoor to Remove the Backdoor	arxiv 2026-07-07	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%
0.65	Deep Reinforcement Learning for Dynamic Battery Management of Autonomous Order Pickers	arxiv 2026-07-06	ROB_020 The 'Factory-is-the-Product' model will dominate venture-backed manufacturing — the manufacturing process itself becomes a continuous AI-optimized technological product, not merely a site of assembly. a16z predicts AI's 'insatiable need for power' requ... Marc Andreessen	Macro/Economy	43%
0.65	SHARC: SHAP-Based Interpretability in Machine Learning Risk Models for Regulatory Capital under ICAAP and CCAR	arxiv 2026-07-06	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%
0.65	SMART: A Machine Learning and Monte Carlo Framework for Rapid Analysis of Stochastic Transistor Aging and Process Variation in Digital Circuits	arxiv 2026-07-06	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%
0.65	Why does Deep Learning Improve Visual SLAM?	arxiv 2026-07-07	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%
0.65	DexTele: A Dual-Arm Dexterous Teleoperation System Based on Motion Retargeting and Adaptive Force Control	arxiv 2026-07-07	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%
0.65	FDA ANDA040656: HYDROCODONE BITARTRATE AND ACETAMINOPHEN (ACETAMINOPHEN) — STRIDES PHARMA INTL	fda 2026-06-18	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.65	How much VRAM will NVIDIA 6090 (or closest equivalent Nvidia GPU) have?	manifold 2026-04-27	240_003 NVIDIA will lock up 70%+ of TSMC's 3nm node volume Dave Blundin	AI	50%
0.65	Will semiconductors outperform the S&P 500 in 2026?(market prob: 89%)	manifold 2026-04-24	242_035 S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years Dave Blundin	Markets/Stocks	36%
0.65	Will Ben Yan experience AI psychosis in 2026?(market prob: 60%)	manifold 2026-04-24	235_006 By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent. Dave Blundin	AI	50%
0.65	elon musk attorney claims openai sam altman stole charity high stakes legal fight begins	gdelt 2026-04-30	247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin	AI	39%
0.65	elon musk attorney claims openai sam altman stole charity high stakes legal fight begins	gdelt 2026-04-30	247_004 Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions Dave Blundin	AI	39%
0.65	google ai deal pentagon.html	gdelt 2026-04-30	235_044 AI sector will grow from $20T to $30-40T of $50T total US public market cap. Dave Blundin	Markets/Stocks	36%
0.65	dow s p 500 slip as fed holds rates eyes turn to mega cap earnings 1091413.html	gdelt 2026-04-30	TK10 $100T Sovereign Debt Crisis	—	12%
0.65	20260429001332	gdelt 2026-04-30	246_003 Global economy will grow 10x in 10 years (cited from Elon Musk). Elon Musk	Macro/Economy	37%
0.65	big tech earnings microsoft ai investment capex plan 2026 4	gdelt 2026-04-30	247_046 AI investment will reach $3 billion per day, up from $2B in 2025 Peter Diamandis	AI	55%
0.65	MegaETH FDV above $1.6B one day after launch?(market prob: 1%)	polymarket 2026-04-12	246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis	Markets/Stocks	79%
0.65	Will the price of Bitcoin be above $86,000 on May 3?(market prob: 0%)	polymarket 2026-04-26	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%
0.65	Will the price of Bitcoin be above $76,000 on May 3?(market prob: 99%)	polymarket 2026-04-26	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%
0.65	Will Amazon be the largest company in the world by market cap on May 31?(market prob: 0%)	polymarket 2026-04-16	246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis	Markets/Stocks	79%
0.65	Which prediction market events will I attend/speak at in 2026? (Read desc)	manifold 2026-05-01	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.65	Will Google announce Gemini 4 at I/O 2026 (May 19-20)?(market prob: 26%)	manifold 2026-05-01	238_027 OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW friction Alex Wissner-Gross	AI	35%
0.65	Will Matt Gaetz win the 2028 Republican presidential nomination?(market prob: 1%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.65	Will the price of Bitcoin be above $80,000 on May 3?(market prob: 5%)	polymarket 2026-04-26	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%
0.65	Will Bitcoin dip to $70,000 in May?(market prob: 1%)	polymarket 2026-05-01	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%