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 80 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 80 / 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	Select and Improve: Understanding the Mechanics of Post-Training for Reasoning	arxiv 2026-06-11	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	SciR: A Controllable Benchmark for Scientific Reasoning in LLMs	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	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	Smarter Saboteurs, Better Fixers: Scaling & Security in Linear Multi-Agent Workflows	arxiv 2026-06-10	231_003 Multi-agent teaming scaling will emerge as new scaling dimension for frontier models. Alex Wissner-Gross	AI	34%
0.69	Rigel: Reverse-Engineering the Metal 4.1 Tensor Compute Path on the Apple M4 Max GPU	arxiv 2026-06-11	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.69	Multi-Modal Multi-Agent Robotic Cognitive Alignment enabled by Non-Invasive Consumer Brain Computer Interfaces: A Proof of Concept Exploration	arxiv 2026-06-11	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	G-MAPP: GPU-accelerated Multi-Agent Planning and Perception for Reactive Motion Generation	arxiv 2026-06-10	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	How do you see the impact of automation and AI on job security in your field this year? Is it a threat or an opportunity	manifold 2026-06-11	241_012 Jobs impact from AI will occur at some point Eric Schmidt	Labor/Jobs	49%
0.69	Will the price of Bitcoin be above $58,000 on June 15?(market prob: 100%)	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 Elon Musk post 260-279 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Bitcoin reach $68,000 June 8-14?(market prob: 2%)	polymarket 2026-06-08	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 Anthropic release a system card of a model at a new frontier of intellegence by August 31st?(market prob: 36%)	manifold 2026-06-14	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.69	Glosso IPO By 2027?(market prob: 8%)	manifold 2026-06-14	S_IPO_TRILLION_2028 First $1T+ IPO in 2028	ipo_trillion_plus	25%
0.69	Will Bitcoin be exactly higher 7 days from now?(market prob: 13%)	manifold 2026-06-15	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 July 1?(market prob: 70%)	polymarket 2026-06-13	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.69	Will Bitcoin reach $68,000 on June 16?(market prob: 1%)	polymarket 2026-06-16	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	CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies	arxiv 2026-06-15	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%
0.69	SMEPilot: Characterizing and Optimizing LLM Inference with Scalable Matrix Extensions	arxiv 2026-06-15	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.69	Embedded Arena: Iterative Optimization via Hardware Feedback	arxiv 2026-06-15	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	How to Detect and Measure the AI Dangers to Democracy	arxiv 2026-06-14	CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn	AI	55%
0.69	How to Detect and Measure the AI Dangers to Democracy	arxiv 2026-06-14	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%
0.69	Green SARC: Predictive Cost and Carbon Governance for Agentic AI Systems	arxiv 2026-06-14	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	Neuron Level Analysis of Large Language Model in Legal Domain Reasoning	arxiv 2026-06-14	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	DataLadder: A Simulation-Enabled Interconversion Toolchain for the Embodied Data Pyramid	arxiv 2026-06-15	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	TopoRetarget: Interaction-Preserving Retargeting for Dexterous Manipulation	arxiv 2026-06-15	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 SpaceX have a higher market cap than Amazon at the end of 2026?(market prob: 38%)	manifold 2026-06-17	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.69	SpaceX stock hits $150 or $250 next?	manifold 2026-06-17	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.69	Will Bitcoin (BTC-USD) close above $65,000 on July 31, 2026?(market prob: 59%)	manifold 2026-06-12	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	34%
0.69	First Proof Second Batch	arxiv 2026-06-16	238_012 OpenAI aspires to have 100 AI scientists winning 100 Nobel Prizes Kevin Weil	AI	38%
0.69	IsabeLLM: Automated Theorem Proving Applied to Formally Verifying Consensus	arxiv 2026-06-16	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	Agentic AI-based Framework for Mitigating Premature Diagnostic Handoff and Silent Hallucination in Healthcare Applications	arxiv 2026-06-16	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	LLM Consumer Behavior Theory: Foundations of a Novel Research Field	arxiv 2026-06-16	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	A Neuro-Symbolic Approach to Strategy Synthesis for Strategic Logics	arxiv 2026-06-16	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	LLM-as-Judge in Education: A Curriculum-Grounded Marking Pipeline	arxiv 2026-06-16	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	Nothing from Something: Can a Language Model Discover 0?	arxiv 2026-06-15	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	Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients	arxiv 2026-06-16	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	GeneralVLA-2: Geometry-Aware Reconstruction and Governed Memory for Robot Planning	arxiv 2026-06-16	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	Embodiment Shapes Rolling Behavior in a Multimodal Infant Model	arxiv 2026-06-16	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	Space Is Intelligence: Neural Semigroup Superposition for Riemannian Metric Generation	arxiv 2026-06-17	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	Dual-Channel Grounded World Modeling (DCGWM): Structural Prevention of Objective Interference Collapse via Heterogeneous External Grounding with Inward-Only Gradient Flow	arxiv 2026-06-17	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	Recover, Discover, Plan: Learning Skills and Concepts from Robot Failures	arxiv 2026-06-16	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	Will Claude Fable 5 be restored for US customers by June 26?(market prob: 52%)	polymarket 2026-06-15	246_050 Anthropic will release compressed/distilled version of Mythos quickly after initial release. Dave Blundin	AI	50%
0.69	BIM-Edit: Benchmarking Large Language Models for IFC-Based Building Information Modeling	arxiv 2026-06-18	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%
0.69	AI Economist Agent: An Agentic Framework for Model-Grounded Economic Analysis with RAG, Knowledge Graphs, and Large Language Models	arxiv 2026-06-18	IND_015 Integration of open agentic systems drives near-term 'economic inversion' — arrival of 'AI CEO' in 2026: autonomous algorithmic systems capable of directing capital and labor so efficiently they accumulate billionaire-level wealth. Open-source AI acts ... Emad Mostaque	Macro/Economy	26%
0.69	Hierarchical Control in Multi-Agent Games: LLM-based Planning and RL Execution	arxiv 2026-06-18	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	Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents	arxiv 2026-06-18	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	Deontic Policies for Runtime Governance of Agentic AI Systems	arxiv 2026-06-17	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	Activation- and Influence-Aware Ranks (AIR): Function-Preserving SVD Compression for LLMs	arxiv 2026-06-18	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%
0.69	Start Right, Arrive Right: Asynchronous Execution via Initial Noise Selection	arxiv 2026-06-18	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	AUM of all prediction market ETFs by end of August 2026	manifold 2026-04-29	SEM_023 No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027. Joseph Moore	Semis/Markets	63%