Validations Queue

64,690 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 27 of 140, 100 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)

64,690

Reviewed

Filtered

13,906

page 27 / 140

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (64690)arxiv (27530)codex_research_pack (134)edgar_8k (2626)fda (2975)gdelt (1218)github_release (2847)manifold (7461)polymarket (19899)

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	meta earnings layoffs ai efficiency infrastructure push 2026 4	gdelt 2026-04-30	239_003 We are currently in AI hard takeoff Elon Musk	AI	47%
0.69	Will Meta 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%
0.69	Will Elon Musk post 320-339 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Alibaba 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%
0.69	Will Elon Musk post 220-239 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 320-339 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 120-139 tweets from May 1 to May 8, 2026?(market prob: 1%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 220-239 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	anthropics/anthropic-sdk-python v0.95.0	github_release 2026-04-14	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.69	anthropics/anthropic-sdk-python v0.85.0	github_release 2026-03-16	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.69	Will any China-domestic AI chip reach ≥80% of NVIDIA H100 perf on a public benchmark before 2026-12-31?(market prob: 14%)	manifold 2026-05-04	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.69	Validation of an AI-based end-to-end model for prostate pathology using long-term archived routine samples	arxiv 2026-05-04	CMQ_006 Expert-level AI applied to biology/medicine will yield cures for cancer and Alzheimer's within 5-10 years, compressing a century of progress into a decade. Dario Amodei	Biotech/Longevity	36%
0.69	GRAIL: A Deep-Granularity Hybrid Resonance Framework for Real-Time Agent Discovery via SLM-Enhanced Indexing	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%
0.69	Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication	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%
0.69	Toward a Community Roadmap for High Energy Physics and Artificial Intelligence in China and Beyond	arxiv 2026-05-05	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.69	Will the price of Bitcoin be above $86,000 on May 8?(market prob: 0%)	polymarket 2026-05-01	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 combined 2026 AI capex from {AWS, Azure, GCP, Meta, Oracle} exceed $300B?(market prob: 83%)	manifold 2026-05-04	CMQ_045 Agentic AI will create additional CPU market space of $10B-$100B by 2030, potentially driving total global server CPU market well beyond $100B. Morgan Stanley	Semis	43%
0.69	StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction	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%
0.69	Knowledge Graphs, the Missing Link in Agentic AI-based Formal Verification	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	ROB_003 AI will allow humanity to complete the next 25 years of scientific discovery in just 5 years — effectively bringing 2050-era science to 2030. Already manifesting in resolution of long-standing mathematical proofs (e.g. Erdős problems) via advanced reas... Kevin Weil	AI	45%
0.69	MAS-Algorithm: A Workflow for Solving Algorithmic Programming Problems with a Multi-Agent System	arxiv 2026-05-07	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%
0.69	MobileEgo Anywhere: Open Infrastructure for long horizon egocentric data on commodity hardware	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	Will the price of Bitcoin be above $78,000 on May 11?(market prob: 97%)	polymarket 2026-05-04	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 $86,000 on May 12?(market prob: 0%)	polymarket 2026-05-05	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%
0.69	Will the price of Bitcoin be above $86,000 on May 13?(market prob: 0%)	polymarket 2026-05-06	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 DeepSeek have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.69	Will Polymarket IPO on December 30, 2026?(market prob: 8%)	manifold 2026-05-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Training-Inference Consistent Segmented Execution for Long-Context LLMs	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%
0.69	Will Elon Musk post 260-279 tweets from May 12 to May 19, 2026?(market prob: 15%)	polymarket 2026-05-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Distinguishing performance gains from learning when using generative AI	arxiv 2026-05-13	AI_033 AI-powered mastery learning allows students to master traditional academics in merely 2 hours/day, achieving learning rates 2.3x faster than statistical models predict — freeing human educators to transition into 'Guides' focused on emotional support, ... MacKenzie Price	Education	66%
0.69	Humanwashing -- It Should Leave You Feeling Dirty	arxiv 2026-05-13	234_008 Workflows will move from human-centric to agentic with humans doing oversight rather than being in the loop Salim Ismail	Labor/Jobs	45%
0.69	Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces	arxiv 2026-05-14	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	Will Elon Musk post 140-159 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 the price of Bitcoin be above $82,000 on May 19?(market prob: 0%)	polymarket 2026-05-12	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	EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL	arxiv 2026-05-18	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	30T market cap company before 2030?(market prob: 26%)	manifold 2026-05-26	CMQ_007 Anthropic corporate revenue will reach trillions of dollars before 2030. Dario Amodei	AI	41%
0.69	When will SpaceX first fly humans around the Moon?	manifold 2026-05-26	ROB_023 SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. Gwynne Shotwell	Space	58%
0.69	AgentSchool: An LLM-Powered Multi-Agent Simulation for Education	arxiv 2026-05-28	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	Does The Way You Plan Matter? An Empirical Study of Planning Representations for LLM Web Agents	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	LLM-Guided Future Hypotheses for Horizon-Aware Exploration in Multi-Step Robot Manipulation	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%
0.69	PhAIL: A Real-Robot VLA Benchmark and Distributional Methodology	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	Will Elon Musk post 880-919 tweets in May 2026?(market prob: 0%)	polymarket 2026-03-24	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the price of Bitcoin be above $76,000 on June 2?(market prob: 0%)	polymarket 2026-05-26	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 Alibaba have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	242_056 AI models will become manager of entire economy, not just picking off mom/pop businesses Alex Wissner-Gross	Macro/Economy	25%
0.69	SIRI: Self-Internalizing Reinforcement Learning with Intrinsic Skills for LLM Agent Training	arxiv 2026-06-01	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	Towards 3D-Aware Video Diffusion Models: Render-Free Human Motion Control with Mesh Tokenization	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%
0.69	LayerRoute: Input-Conditioned Adaptive Layer Skipping via LoRA Fine-Tuning for Agentic Language Models	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	Characterization of Multi-Model Agentic AI Systems on General Tasks via Trace-Driven 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%
0.69	Scaling Agentic Capabilities via Grounded Interaction Synthesis	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	Will US unemployment exceed 5% in 2026?(market prob: 39%)	manifold 2026-06-04	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%
0.69	MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery	arxiv 2026-06-04	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	Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss	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%
0.69	World-Language-Action Model for Unified World Modeling, Language Reasoning, and Action Synthesis	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	When Tools Fail: Benchmarking Dynamic Replanning and Anomaly Recovery in LLM Agents	arxiv 2026-06-04	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	Microskill Architecture: A Modular Skill-Driven Framework for AI-Native Code Generation	arxiv 2026-06-04	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.69	Individual Gain, Collective Loss: Metacognitive Adaptation in AI-Assisted Creativity	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	SAID: Accelerating Diffusion-Based Language Models via Scaffold-Aware Iterative Decoding	arxiv 2026-06-03	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	VOLT: Vision and Language Trajectory Segmentation for Faster-than-Demonstration Policies	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%
0.69	OSCAR: Omni-Embodiment Action-Conditioned World Model for Robotics	arxiv 2026-06-03	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	anthropics/anthropic-sdk-python v0.106.0	github_release 2026-06-05	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.69	Translate-R1: Cost-Aware Translation Tool Use via Reinforcement Learning	arxiv 2026-06-05	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	What will be the lowest value Bitcoin reaches in 2027?	manifold 2026-06-09	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	Parameter Tuning with Generalization Guarantees for GPU-Accelerated Linear Programming	arxiv 2026-06-07	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%
0.69	Will Bitcoin reach $64,000 on June 10?(market prob: 1%)	polymarket 2026-06-10	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	What share of US adults will use generative AI at least weekly by the end of 2030?	manifold 2026-06-10	AI_001 AI will surpass peak human intelligence across ALL economically valuable domains by 2030, extending the sequential maturation roadmap beyond 'independent researcher' (2028) into full-domain superintelligence. Sam Altman	AI	33%
0.69	What share of US adults will use generative AI at least weekly by the end of 2030?	manifold 2026-06-10	INF_030 By 2026, generative AI will democratize analytical and operational capabilities previously exclusive to Fortune 500 firms — granting small businesses access to tools rivaling those of large enterprises. Dario Amodei	AI	82%
0.69	Beyond APIs: Probing the Limits of MLLMs in Physical Tool Use	arxiv 2026-06-09	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	ASTRA-sim 3.0: Next-Level Distributed Machine Learning Simulations via High-Fidelity GPU and Infrastructure Modeling	arxiv 2026-06-09	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	PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning	arxiv 2026-06-09	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	Generation of Diverse and Functional Robot Designs using Superquadrics Parametrisation and Quality-Diversity	arxiv 2026-06-09	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 we actually see someone bomb an AI datacenter before 2027?(market prob: 7%)	manifold 2026-06-11	248_019 US data center moratoriums will push AI compute out to LEO / sun-synchronous orbit / Dyson swarm. Alex Wissner-Gross	Space	12%
0.69	Nonslop: A Gamified Experiment in Human-AI Collaborative Writing	arxiv 2026-06-10	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	Market Design for AI: Beyond the Copyright Binary	arxiv 2026-06-10	235_036 AI-generated images will eliminate commercial photography, illustrators and stock image platforms. Peter Diamandis	Media/Ads	51%
0.69	Intelligent Automation for Embodied Benchmark Construction: Pipelines, Embodiments, Simulators, and Trends	arxiv 2026-06-10	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.69	Exploration Structure in LLM Agents for Multi-File Change Localization	arxiv 2026-06-10	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	When Do Data-Driven Systems Exhibit the Capability to Infer?	arxiv 2026-06-10	COD_AI_003 EU AI Act GPAI enforcement powers begin on 2026-08-02 without a blanket delay Codex Research Pack	Geopolitics	40%
0.69	Can Open-Source LLM Agents Replace Static Application Security Testing Tools? An Empirical Assessment	arxiv 2026-06-10	ROB_026 Autonomous AI agents will execute multi-stage cyberattacks at machine speeds far surpassing the defensive capabilities of human security teams — bad actors will utilize the same multi-agent paradigms that enable legitimate corporate organizations, targ... Alex Finn	Defense	77%
0.69	INFRAMIND: Infrastructure-Aware Multi-Agent Orchestration	arxiv 2026-06-09	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	SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning	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	EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery	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	One Polluted Page Is Enough: Evaluating Web Content Pollution in Generative Recommenders	arxiv 2026-06-11	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%
0.69	Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Models	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	The Illusion of Multi-Agent Advantage	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	HyperTool: Beyond Step-Wise Tool Calls for Tool-Augmented Agents	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	Rigel: Reverse-Engineering the Metal 4.1 Tensor Compute Path on the Apple M4 Max GPU	arxiv 2026-06-11	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%
0.69	AIR-VLA+: Decoupling Movement and Manipulation via Cascaded Dual-Action Decoders with Asymmetric MoE for Aerial Robots	arxiv 2026-06-11	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	Learning to Assist: Collaborative VLAs for Implicit Human-Robot Collaboration	arxiv 2026-06-10	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 Forecasting Bots beat the best Superforecasters	manifold 2026-06-13	FUT_001 Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters by November 2026 per ForecastBench linear-extrapolation of current learning curves; 95% CI stretches Dec 2025 to Jan 2028. Validation metric: LLMs achie... Superforecaster Community	AI	48%
0.69	Will the price of Bitcoin be above $72,000 on April 30?(market prob: 99%)	polymarket 2026-04-23	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 OpenAI have the best AI model at the end of April 2026?(market prob: 0%)	polymarket 2026-03-20	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.69	Will Andy Beshear win the 2028 Democratic presidential nomination?(market prob: 3%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.69	Will Google DeepMind release Gemini 3.5 by July 31, 2026?(market prob: 73%)	manifold 2026-04-29	246_029 Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026. Alex Wissner-Gross	AI	54%
0.69	Will SpaceX IPO before Bitcoin hits $100K again?(market prob: 79%)	manifold 2026-04-23	246_010 SpaceX/XAI/Tesla will be the first $100 trillion company within 5 years. Peter Diamandis	Markets/Stocks	43%
0.69	Will the price of Bitcoin be above $78,000 on May 1?(market prob: 9%)	polymarket 2026-04-24	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 $76,000 on May 2?(market prob: 97%)	polymarket 2026-04-25	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 300-319 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 115-139 tweets from April 30 to May 2, 2026?(market prob: 0%)	polymarket 2026-04-27	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will an AI system discover information theory from first principles before 2031?(market prob: 35%)	manifold 2026-05-01	231_007 AI will analyze scientific literature and shock humanity by revealing wrong turns made over the past century. Alex Wissner-Gross	AI	42%
0.69	Will Elon Musk post 200-219 tweets from April 28 to May 5, 2026?(market prob: 1%)	polymarket 2026-04-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the price of Bitcoin be above $76,000 on May 4?(market prob: 97%)	polymarket 2026-04-27	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%