Validations Queue

111,300 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 23 of 516, 200 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)

111,300

Reviewed

Filtered

103,079

page 23 / 516

Showing on page

200

Filters

URL params control source + min-similarity threshold

Source

All (111300)arxiv (52288)codex_research_pack (134)edgar_8k (3691)fda (5230)gdelt (1218)github_release (3347)manifold (10911)polymarket (34481)

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	Exploration Structure in LLM Agents for Multi-File Change Localization	arxiv 2026-06-10	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	Sparse probes and murky physics: a case study of interpretability challenges in a foundation model for continuum dynamics	arxiv 2026-06-10	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	The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes	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	Select and Improve: Understanding the Mechanics of Post-Training for Reasoning	arxiv 2026-06-11	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	Free-Placement Optimization of Ground Station Locations for Low-Earth Orbit Satellites	arxiv 2026-06-10	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%
0.69	EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments	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	$\texttt{WEAVER}$, Better, Faster, Longer: An Effective World Model for Robotic Manipulation	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	Multi-Modal Multi-Agent Robotic Cognitive Alignment enabled by Non-Invasive Consumer Brain Computer Interfaces: A Proof of Concept Exploration	arxiv 2026-06-11	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.69	DARRMS -- An Efficient Algorithm for Dynamic Attention Radius in Resource-Constrained Multi-Agent Systems	arxiv 2026-06-10	238_038 Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized Alex Wissner-Gross	AI	35%
0.69	When will a humanoid robot first be used to kill someone?	manifold 2026-06-13	247_044 Humanoid robots have 5-10 year lifespan before merging with environments Mark Cuban	Robotics	28%
0.69	Will SpaceX valuation drop by -50% or more from its current level by end of 2026?(market prob: 53%)	manifold 2026-06-14	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.69	Will more US AI models be subject to US export control directives by the end of 2026?(market prob: 39%)	manifold 2026-06-15	235_005 AI capability will grow 100x this year in raw parameter count as lower bound. Dave Blundin	AI	49%
0.69	How many crewed orbital space launches will there be in 2027?	manifold 2026-06-16	COD_SPC_002 The next US crewed lunar surface landing occurs on Artemis IV in 2028 Codex Research Pack	Space	22%
0.69	Graphical-Probabilistic Modeling of Generative Flows in LLM-Native Software Systems	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	LLM-as-Code Agentic Programming for Agent Harness	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	56%
0.69	TreeGRNG: Binary Tree Gaussian Random Number Generator for Efficient Probabilistic AI Hardware	arxiv 2026-06-15	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	A Formal Resilience Framework for Cyber-Physical Embodied Systems under Device-Level Cyberattacks	arxiv 2026-06-15	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	An Augmented Reality Brain-Robot Interface for Generalist Robot Arm 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	A Deployment Case Study in Robotic Apparel Automation: Digital Twin Integration, Interoperability, and Workforce Enablement	arxiv 2026-06-15	248_042 A sewing robot already exists; logistics robots will automate trillion-dollar stitching industry. Salim Ismail	Robotics	39%
0.69	Will the price of Bitcoin be above $70,000 on June 18?(market prob: 0%)	polymarket 2026-06-11	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	Memory as a Wasting Asset: Pricing Flash Endurance for Embodied Agents, and the Limits of Doing So	arxiv 2026-06-16	238_038 Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized Alex Wissner-Gross	AI	35%
0.69	A T-API-Compliant ReAct Agentic Loop for Optical Networks: Generic vs. Domain-Specific Tool Abstractions	arxiv 2026-06-16	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	33%
0.69	SoftMoE: Soft Differentiable Routing for Mixture-of-Experts in LLMs	arxiv 2026-06-16	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	Closing the Feedback Loop: From Experience Extraction to Insight Governance in Verbal Reinforcement Learning	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	Model Validation of Agentic AI Systems: A POMDP-Based Framework for Belief-State, Forecast, and Policy Validation	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	Nothing from Something: Can a Language Model Discover 0?	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	EnvRL: Learn from Environment Dynamics in Agentic Reinforcement Learning	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	Searching for Synergy in Shared Workspace Human-AI Collaboration	arxiv 2026-06-16	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	ToolChain-CRC: Conformal Risk Control for Agentic AI Under Retrieval and Tool-Use Drift	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	56%
0.69	The Wrong Kind of Right: Quantifying and Localizing Misfired Alignment in LLMs	arxiv 2026-06-17	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	Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications	arxiv 2026-06-16	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	Autonomous Event-Driven Multi-Agent Orchestration for Enterprise AI at Scale	arxiv 2026-06-18	AUT_001 The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate execution — 5-agent organizational structures running continuously from a single node, with product applications generating substantial revenue within minutes of... Alex Finn	AI	51%
0.69	Grounded Inference: Principles for Deterministically Encapsulated Generative Models	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	Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents	arxiv 2026-06-18	AI_006 True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro... Andrej Karpathy	AI	38%
0.69	Quantum-classical physics-informed Kolmogorov-Arnold networks for PDEs	arxiv 2026-06-18	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 Anthropic require training-consent for any frontier model by mid-2027?(market prob: 17%)	manifold 2026-06-21	236_005 Anthropic predicts 50% of entry-level white collar jobs automated in 1-5 years Dario Amodei / Anthropic	Labor/Jobs	45%
0.69	Will OpenAI have the top AI model at the end of June 2026?(market prob: 5%)	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	16%
0.69	GPT-5.6 released by June 30, 2026?(market prob: 1%)	polymarket 2026-04-27	CMQ_001 By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks. Sam Altman	AI	45%
0.69	A Matter of Time: Towards a General Theory of Agency	arxiv 2026-06-22	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	MINCE: Shrinking LLM Evaluation Datasets via Few-Model Monte Carlo Calibration	arxiv 2026-06-22	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	The Geometry of Refusal: Linear Instability in Safety-Aligned LLMs	arxiv 2026-06-21	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	On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners	arxiv 2026-06-22	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	Superhuman AI for Generals.io Using Self-Play Reinforcement Learning	arxiv 2026-06-22	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	On the Effect of Segmentation Width and Cluster Size on Speech Resynthesis and Continuation in Generative Spoken Language Models	arxiv 2026-06-22	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	Cloak: Zero-Shot Cross-Embodiment Manipulation by Masking the End-Effector from the VLA	arxiv 2026-06-22	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	How many successful SpaceX launches in July 2026 UTC	manifold 2026-06-24	248_003 SpaceX plans to launch 40,000 V3 Starlink satellites and then 120,000 V4 satellites. Peter Diamandis	Space	79%
0.69	Large-Language-Model Discovery of Quantum LDPC Codes through Structured Concept Evolution	arxiv 2026-06-23	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	BluTrain: A C++/CUDA Framework for AI Systems	arxiv 2026-06-23	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	On the Smallness of the Large Language Models Scaling Exponents	arxiv 2026-06-23	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.69	Red-Teaming the Agentic Red-Team	arxiv 2026-06-23	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	Exploring the relationship between human-centric AI and firm idiosyncratic risks	arxiv 2026-06-23	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	Rapid FinFET Modelling Using an Autoencoder	arxiv 2026-06-23	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers?	arxiv 2026-06-23	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	Staying In Character: Perspective-Bounded Memory For Book-Based Role-Playing Agents	arxiv 2026-06-24	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	ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments	arxiv 2026-06-23	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	Beyond One-Size-Fits-All: Diagnosis-Driven Online Reinforcement Learning with Offline Priors	arxiv 2026-06-24	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	Closed-Loop Graph Algorithm Execution with Small Language Models: Step Accuracy and Rollout Reliability	arxiv 2026-06-23	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.69	RGB: RL Guided Whole-Body MPPI for Humanoid Control	arxiv 2026-06-23	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	Efficient foundation decoders for fault-tolerant quantum computing	arxiv 2026-06-25	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	Adaptive Utility driven Resource Orchestration for Resilient AI (AURORA-AI)	arxiv 2026-06-25	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%
0.69	Where Do CoT Training Gains Land in LLM based Agents?	arxiv 2026-06-25	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	Socratic agents for autonomous scientific discovery in high-dimensional physical systems	arxiv 2026-06-25	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	CAT-Q: Cost-efficient and Accurate Ternary Quantization for LLMs	arxiv 2026-06-25	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Closing the Loop to Discover Psychological Theories with an Automated Cognitive Scientist	arxiv 2026-06-24	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	Beyond Feedforward Networks: Reentry Neural Systems as the Fundamental Basis of Subjecthood and Intrinsic Safety of Next-Generation AGI	arxiv 2026-06-24	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 Claude Fable 5 be restored for US customers by June 30?(market prob: 18%)	polymarket 2026-06-24	246_050 Anthropic will release compressed/distilled version of Mythos quickly after initial release. Dave Blundin	AI	50%
0.69	Will the price of Bitcoin be above $60,000 on June 28?(market prob: 60%)	polymarket 2026-06-21	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 $58,000 on June 29?(market prob: 81%)	polymarket 2026-06-22	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 August 31?(market prob: 100%)	polymarket 2026-06-22	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.69	Bridging the NISQ and Fault-Tolerant Regimes: Generative-ML-Assisted Quantum Selected CI for Molecular Simulations	arxiv 2026-06-29	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	STEMGym: Benchmarking Sequential Decision-Making under Dose Budgets in Autonomous Electron Microscopy	arxiv 2026-06-28	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	Parametric Skills	arxiv 2026-06-29	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	Learning Transferable Dynamics Priors from Action to World Modeling	arxiv 2026-06-28	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	Learning from Failure: Inference-Time Self-Improvement for Computer-Use Agents	arxiv 2026-06-30	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%
0.69	Arko-T: A Foundation Model for Text-to-Structured 3D Generation	arxiv 2026-06-29	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 GPT-5.6 be released on July 7, 2026?(market prob: 1%)	polymarket 2026-06-23	CMQ_013 A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher. Leopold Aschenbrenner	AI	40%
0.69	Will Gemini 3.5 Pro be released on the Gemini API by July 12?(market prob: 12%)	manifold 2026-07-02	238_040 Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS Alex Wissner-Gross	AI	34%
0.69	Behind the Refusal: Determining Guardrail Activation via Behavioral Monitoring	arxiv 2026-07-02	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%
0.69	ContextNest: Verifiable Context Governance for Autonomous AI Agent	arxiv 2026-07-02	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	The Agentic Garden of Forking Paths	arxiv 2026-07-01	AI_035 In a world where superintelligent AI can perform all economically valuable, scientific, and creative tasks, humanity faces profound existential questions regarding its 'meaning of life' — potentially leaving humans without a primary teleological purpos... Nick Bostrom	Other	37%
0.69	The Agentic Garden of Forking Paths	arxiv 2026-07-01	IND_027 Ongoing 'reasoning boom' where scientific software development operates on a '20-80 human split' — AI handles 80% of cognitive labor, humans handle 20%, driving recursive self-improvement timelines toward the Singularity; fundamental inversion from hum... Eric Schmidt	Labor/Jobs	42%
0.69	The Grammar Does the Work: Functional vs. Lexical Dependency Length Minimization Across Universal Dependencies	arxiv 2026-07-02	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	Overthink-Triggered Slowdown Attacks on LVLM-Based Robotic Systems	arxiv 2026-07-01	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	Will any AI model reach 1560 Coding Arena Score by December 31, 2026?(market prob: 46%)	polymarket 2026-04-02	INF_008 Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 — a sustained compounding rate that rapidly surpasses human-level baselines and mandates continuous hardware refresh cycles. Alex Wissner-Gross	AI	39%
0.69	Lyapunov-Guided Training for Hardware-Safe Neural Networks Under Fixed-Point Arithmetic	arxiv 2026-07-05	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Compressing the Validation Bottleneck: An Agentic Self-Driving Lab for Scientific Discovery	arxiv 2026-07-05	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	RoboDojo: A Unified Sim-and-Real Benchmark for Comprehensive Evaluation of Generalist Robot Manipulation Policies	arxiv 2026-07-05	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	Biological Motifs for Agentic Control	arxiv 2026-07-05	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%
0.69	Memory-Orchestrated Semantic System (MOSS): An Auditable Agentic Memory Architecture	arxiv 2026-07-05	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 Pete Hegseth 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%
0.69	openai revenue miss ripples p 132038121.html	gdelt 2026-04-30	SEM_048 OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition). OpenAI (Sam Altman-led)	AI/Corporate	80%
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	16%
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	16%
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	20%
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	34%
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	56%
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	16%
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	56%
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	29%
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 SpaceX acquire Cursor by September 30, 2026?(market prob: 100%)	polymarket 2026-06-09	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.69	TokenPilot: Cache-Efficient Context Management for LLM Agents	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	The Integrator Advantage: Controlled Agentic AI for Small and Medium-Sized Companies	arxiv 2026-06-15	AUT_005 Fundamental convergence between autonomous AI, enterprise software, and global defense infrastructure — future geopolitical supremacy dictated entirely by algorithmic dominance rather than traditional kinetic military assets; autonomous drones, AI-driv... Ben Horowitz	Defense	73%
0.69	Using AI in engineering education: a balancing act, driven by clear purpose	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	MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents	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	BRICKS-WM: Building Reusability via Interface Composition Kinetics for Structured World Models	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	A Deployment Case Study in Robotic Apparel Automation: Digital Twin Integration, Interoperability, and Workforce Enablement	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	Can Causal Models Enhance Robot Navigation? Online Causal Adaptation for Real-Robot Navigation	arxiv 2026-06-14	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 the price of Bitcoin be above $74,000 on June 19?(market prob: 0%)	polymarket 2026-06-12	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	How many Starship launches will occur in 2028?	manifold 2026-06-17	246_015 Elon will launch Starship toward Mars this year (2026, cited from Elon). Elon Musk	Space	36%
0.69	Memory as a Wasting Asset: Pricing Flash Endurance for Embodied Agents, and the Limits of Doing So	arxiv 2026-06-16	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	Memory as a Wasting Asset: Pricing Flash Endurance for Embodied Agents, and the Limits of Doing So	arxiv 2026-06-16	SEM_031 AI boom will cause severe cascading shortages in memory and GPUs — violently driving hardware prices up across enterprise and consumer segments. Alex Wissner-Gross	Semis/Hardware	59%
0.69	A T-API-Compliant ReAct Agentic Loop for Optical Networks: Generic vs. Domain-Specific Tool Abstractions	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	56%
0.69	ARVO: Atlas of Reproducible Vulnerabilities for Open-Source Software	arxiv 2026-06-15	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.69	Reconfigurable Computing Challenge: Transformer for Jet Tagging on Versal AI Engines	arxiv 2026-06-16	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 Bitcoin dip to $62,000 on June 18?(market prob: 15%)	polymarket 2026-06-18	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 $74,000 on June 20?(market prob: 0%)	polymarket 2026-06-13	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	ForecastBench-Sim: A Simulated-World Forecasting Benchmark	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	From Specification to Execution: AI Assisted Scientific Workflow Management	arxiv 2026-06-16	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	SafeClawBench: Separating Semantic, Audit-Evidence, and Sandbox Harm in Tool-Using LLM Agents	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	56%
0.69	Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications	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%