Validations Queue

79,555 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 112 of 351, 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)

79,555

Reviewed

Filtered

17,532

page 112 / 351

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (79555)arxiv (36176)codex_research_pack (134)edgar_8k (3041)fda (3240)gdelt (1218)github_release (3027)manifold (8607)polymarket (24112)

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	Will Amazon have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	242_056 AI models will become manager of entire economy, not just picking off mom/pop businesses Alex Wissner-Gross	Macro/Economy	25%
0.68	Which sector will see the highest % of jobs displaced by AI in the US by end of Dec 31, 2026?	manifold 2026-05-01	AI_021 The 2026-2027 window is the 'Great Disemboweling' of white-collar employment — millions of mid-career professionals (junior software developers, legal analysts, corporate marketers) lose jobs within a 12-18 month timeframe; resulting unemployment casca... Andrew Yang	Labor/Jobs	46%
0.68	Google I/O 2026 Prop Bets!	manifold 2026-05-01	S_IPO_TRILLION_2027 First $1T+ IPO in 2027	ipo_trillion_plus	40%
0.68	Will Elon Musk post 500+ tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Bitcoin reach $90,000 in May?(market prob: 0%)	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%
0.68	Will Rand Paul 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%
0.68	Will Bitcoin reach $80,000 in May?(market prob: 88%)	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%
0.68	Will Baidu have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	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	FDA ANDA217281: LENALIDOMIDE (LENALIDOMIDE) — NOVUGEN	fda 2026-04-27	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	huggingface/transformers v5.8.0	github_release 2026-05-05	246_030 DeepSeek V4 will NOT shock markets like prior DeepSeek releases. Alex Wissner-Gross	Markets/Stocks	34%
0.68	Physics-Grounded Multi-Agent Architecture for Traceable, Risk-Aware Human-AI Decision Support in Manufacturing	arxiv 2026-05-05	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%
0.68	MEMTIER: Tiered Memory Architecture and Retrieval Bottleneck Analysis for Long-Running Autonomous AI Agents	arxiv 2026-05-05	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	MenuNet: A Strategy-Proof Mechanism for Matching Markets	arxiv 2026-05-04	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%
0.68	Terminus-4B: Can a Smaller Model Replace Frontier LLMs at Agentic Execution Tasks?	arxiv 2026-05-04	COD_AI_004 Frontier agents reach one-workday autonomous task horizon by end 2027 Codex Research Pack	AI	36%
0.68	Gated Subspace Inference for Transformer Acceleration	arxiv 2026-05-04	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	Programmatic Context Augmentation for LLM-based Symbolic Regression	arxiv 2026-05-04	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	Hybrid Inspection and Task-Based Access Control in Zero-Trust Agentic AI	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%
0.68	AcademiClaw: When Students Set Challenges for AI Agents	arxiv 2026-05-04	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	BIT.UA-AAUBS at ArchEHR-QA 2026: Evaluating Open-Source and Proprietary LLMs via Prompting in Low-Resource QA	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%
0.68	Task-Aware Scanning Parameter Configuration for Robotic Inspection Using Vision Language Embeddings and Hyperdimensional Computing	arxiv 2026-05-05	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%
0.68	anthropics/anthropic-sdk-python v0.100.0	github_release 2026-05-06	247_060 Anthropic will win over OpenAI via better/smarter AI regardless of installed base Dave Blundin	AI	50%
0.68	Storage Is Not Memory: A Retrieval-Centered Architecture for Agent Recall	arxiv 2026-05-06	CMQ_046 Sustained memory contexts required for agent 'memory' will drive additional 15-45 exabytes of DRAM demand by 2027 — up to 77% of global supply. Morgan Stanley	Semis/Memory	56%
0.68	Will Bitcoin network hashrate go up in 24h?(market prob: 39%)	manifold 2026-05-08	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%
0.68	BioResearcher: Scenario-Guided Multi-Agent for Translational Medicine	arxiv 2026-05-07	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.68	Gaming the Metric, Not the Harm: Certifying Safety Audits against Strategic Platform Manipulation	arxiv 2026-05-07	246_028 Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed. Alex Wissner-Gross	AI	42%
0.68	Multi-agent decision making: A Blackwell's informativeness approach	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%
0.68	Towards Steering without Sacrifice: Principled Training of Steering Vectors for Prompt-only Interventions	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%
0.68	Automated Clinical Report Generation for Remote Cognitive Remediation: Comparing Knowledge-Engineered Templates and LLMs in Low-Resource Settings	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%
0.68	More Is Not Always Better: Cross-Component Interference in LLM Agent Scaffolding	arxiv 2026-05-07	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	Architecture Matters: Comparing RAG Systems under Knowledge Base Poisoning	arxiv 2026-05-07	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%
0.68	TouchDrive: Electronics-Free Tactile Sensing Interface for Assistive Grasping	arxiv 2026-05-07	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%
0.68	CKT-WAM: Parameter-Efficient Context Knowledge Transfer Between World Action Models	arxiv 2026-05-07	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%
0.68	Modular Reinforcement Learning For Cooperative Swarms	arxiv 2026-05-06	238_038 Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized Alex Wissner-Gross	AI	35%
0.68	Will Ron DeSantis win the 2028 Republican presidential nomination?(market prob: 2%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Will Elon Musk post 100-119 tweets from May 8 to May 15, 2026?(market prob: 0%)	polymarket 2026-05-05	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Events as Triggers for Behavioral Diversity in Multi-Agent Reinforcement Learning	arxiv 2026-05-12	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	Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversaries	arxiv 2026-05-12	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.68	Scaling Laws and Tradeoffs in Recurrent Networks of Expressive Neurons	arxiv 2026-05-12	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	Rethink the Role of Neural Decoders in Quantum Error Correction	arxiv 2026-05-12	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.68	Shaping Zero-Shot Coordination via State Blocking	arxiv 2026-05-12	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 420-439 tweets from May 15 to May 22, 2026?(market prob: 0%)	polymarket 2026-05-12	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	EVA-Bench: A New End-to-end Framework for Evaluating Voice Agents	arxiv 2026-05-13	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	Reinforced Collaboration in Multi-Agent Flow Networks	arxiv 2026-05-13	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	Gemini 3.2 released by May 31, 2026?(market prob: 98%)	polymarket 2026-04-27	238_027 OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW friction Alex Wissner-Gross	AI	35%
0.68	Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining	arxiv 2026-05-14	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	Lang2MLIP: End-to-End Language-to-Machine Learning Interatomic Potential Development with Autonomous Agentic Workflows	arxiv 2026-05-14	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	From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG	arxiv 2026-05-18	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	Training data attribution in diffusion models via mirrored unlearning and noise-consistent skew	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Agent Bazaar: Enabling Economic Alignment in Multi-Agent Marketplaces	arxiv 2026-05-17	238_037 Network effects, economics, and game theory will persist in AI agent economy (no singleton takeover) Alex Wissner-Gross	AI	42%
0.68	Will Elon Musk post 80-99 tweets from May 26 to June 2, 2026?(market prob: 0%)	polymarket 2026-05-23	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%