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Sim	Doc	Source	Pred	Domain	Prior
0.68	MicroStrategy announces >1000 BTC purchase June 2-8?(market prob: 86%)	polymarket 2026-06-01	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.68	Will May 2026 U.S. personal income rise at least 0.4% month-over-month?(market prob: 31%)	manifold 2026-06-05	INF_047 2026 US GDP growth will land in a robust 4.6%–6.2% range — driven primarily by AI-driven productivity gains and massive physical-infrastructure capex. Chamath Palihapitiya	Macro/Economy	31%
0.68	Re-imagining ISO 26262 in the Age of Autonomous Vehicles: Enhancing Controllability through Transferability and Predictability	arxiv 2026-06-05	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.68	The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective	arxiv 2026-06-05	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%
0.68	The Geometry of Last-Layer Model Stealing	arxiv 2026-06-05	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.68	The Geometry of Last-Layer Model Stealing	arxiv 2026-06-05	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%
0.68	Will Elon Musk post 360-379 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Difference-Aware Retrieval Policies for Imitation Learning	arxiv 2026-06-08	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Multi-Turn Evaluation of Deep Research Agents Under Process-Level Feedback	arxiv 2026-06-08	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%
0.68	Targeting World Models to Compromise Robot Learning Pipelines	arxiv 2026-06-08	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%
0.68	Emergent alignment and the projectability of ethical personas	arxiv 2026-06-08	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%
0.68	MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation	arxiv 2026-06-08	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Context Rot in AI-Assisted Software Development: Repurposing Documentation Consistency for AI Configuration Artifacts	arxiv 2026-06-08	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%
0.68	Context-Fractured Decomposition Attacks on Tool-Using LLM Agents: Exploiting Artifact Provenance Gaps	arxiv 2026-06-08	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.68	Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles	arxiv 2026-06-08	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Toward Signing Activity Projection in Sign Language Interaction	arxiv 2026-06-08	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory	arxiv 2026-06-07	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.68	Scaffold Effects on GAIA: A Controlled Comparison	arxiv 2026-06-07	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.68	iMaC: Translating Actions into Motion and Contact Images for Embodied World Models	arxiv 2026-06-08	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Goal Sets, Not Goal States: Queryable Robot Goals through Goal-Set Hindsight Relabeling	arxiv 2026-06-08	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	PhysAgent: Automating Physics-Based 4D Synthesis via Trajectory-Grounded Multi-Agent Feedback	arxiv 2026-06-07	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%
0.68	When Video Misreads: Closed-Loop Distillation of Reading Heuristics for Exploratory Manipulation Trace QA	arxiv 2026-06-07	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	FDA ANDA217298: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — MSN	fda 2026-06-03	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will the price of Bitcoin be above $60,000 on June 11?(market prob: 83%)	polymarket 2026-06-04	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Will Elon Musk post 280-299 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Flaws in the LLM Automation Narrative	arxiv 2026-06-09	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%
0.68	Towards Autonomous Accelerator Design: FPGA Accelerator Generation with SECDA	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%
0.68	Modeling Complex Behaviors: Multi-Personality Composition and Dynamic Switching in Vision-Language Models	arxiv 2026-06-09	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook	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%
0.68	Moonshine: An Autonomous Mathematical Research Agent Centered on Conjecture Generation	arxiv 2026-06-09	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning	arxiv 2026-06-09	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning	arxiv 2026-06-09	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level Combinatorics	arxiv 2026-06-09	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	Predicting Future Behaviors in Reasoning Models Enables Better Steering	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%
0.68	Do LLMsMakeNeural Distinguishers Wise?	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%
0.68	ParaBridge: Bridging Paralinguistic Perception and Dialogue Behavior in Speech Language Models	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%
0.68	ros2probe: Non-intrusive, Kernel-selective Observability for Robot Operating System 2 Middleware	arxiv 2026-06-09	S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030	humanoid_deployment	20%
0.68	HiMem-WAM: Hierarchical Memory-Gated World Action Models for Robotic Manipulation	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%
0.68	MARCH: Model-Assisted Reinforcement Learning for the Perceptive Control of Humanoids over Sparse Footholds	arxiv 2026-06-09	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.68	Efficient-WAM: A 1B-Parameter World-Action Model with Low-Cost Future Imagination	arxiv 2026-06-08	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Robotic Nonprehensile Object Transportation with a Hanging Tray	arxiv 2026-06-08	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Will Elon Musk post 380-399 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will SpaceX launch a non-SpaceX payload on Starship before 2030?(market prob: 43%)	manifold 2026-06-10	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	54%
0.68	IntElicit: Eliciting and Assessing Contextualized Creativity via Dialogue Policy Optimization	arxiv 2026-06-10	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%
0.68	Generalization Hacking: Models Can Game Reinforcement Learning by Preventing Behavioral Generalization	arxiv 2026-06-10	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Skill-Augmented AI Agents for Medical Research Analysis: An Exploratory Multi-Model Human Evaluation in an NSCLC Transcriptomic Biomarker Task	arxiv 2026-06-10	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	Can Open-Source LLM Agents Replace Static Application Security Testing Tools? An Empirical Assessment	arxiv 2026-06-10	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	Architecture-Aware Reinforcement Learning Makes Sliding-Window Attention Competitive in Math Reasoning	arxiv 2026-06-10	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Search Discipline for Long-Horizon Research Agents	arxiv 2026-06-09	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%
0.68	Modeling Complex Behaviors: Multi-Personality Composition and Dynamic Switching in Vision-Language Models	arxiv 2026-06-09	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	UniIntervene: Agentic Intervention for Efficient Real-World Reinforcement Learning	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%
0.68	Claw-SWE-Bench: A Benchmark for Evaluating OpenClaw-style Agent Harnesses on Coding Tasks	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%
0.68	Can AI Reason Like an Urban Planner? Benchmarking Large Language Models Against Professional Judgment	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%
0.68	Will Donald Trump be on-stage at a bell ceremony commemorating SpaceX's IPO?(market prob: 0%)	polymarket 2026-06-09	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	31%
0.68	Valid Inference with Synthetic Data via Task Exchangeability	arxiv 2026-06-11	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility	arxiv 2026-06-11	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	Reasoning as Pattern Matching: Shared Mechanisms in Human and LLM Everyday Reasoning	arxiv 2026-06-11	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.68	LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories	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%
0.68	Hallucination in Medical Imaging AI: A Cross-Modality Analytical Framework for Taxonomy, Detection, and Mitigation under Regulatory Constraints	arxiv 2026-06-11	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	An Embodied Simulation Platform, Benchmark, and Data-Efficient Augmentation Framework for Wet-Lab Robotics	arxiv 2026-06-11	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.68	HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness	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%
0.68	Beyond Problem Solving: UOJ-Bench for Evaluating Code Generation, Hacking, and Repair in Competitive Programming	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%
0.68	Benchmarking AI Agents for Addressing Scientific Challenges Across Scales	arxiv 2026-06-10	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%
0.68	Token Complexity Theory for AI-Augmented Computing	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%
0.68	Arbor: Tree Search as a Cognition Layer for Autonomous Agents	arxiv 2026-06-10	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%
0.68	Beyond Uniform Tokens: Adaptive Compression for Time Series Language Models	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%
0.68	Small LLMs for Biomedical Claim Verification: Cost-Effective Fine-Tuning, Structural Dataset Shortcuts, and Cross-Domain Generalization	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%
0.68	Y-BotFrame: An Extensible Embodied Agent Framework for Quadruped Robot Assistants	arxiv 2026-06-11	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.68	Will Elon Musk post 40-59 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will the price of Bitcoin be above $60,000 on June 14?(market prob: 100%)	polymarket 2026-06-07	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Who will be the second trillionaire?	manifold 2026-06-13	SEM_009 The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+). Mark Cuban	Economy	30%
0.68	Which AI company will release the most impactful new model before September 30, 2026?	manifold 2026-06-13	SEM_002 By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs). Leopold Aschenbrenner	AI	56%
0.68	Will Elon Musk post 340-359 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will OpenAI's primary consumer AI product still be branded 'ChatGPT' on December 31, 2033?(market prob: 39%)	manifold 2026-06-15	IND_011 2024-2026 window represents 'AI's iPhone moment' — tech ecosystem moves rapidly beyond simple chatbots to living autonomous AI agents; this shift fundamentally breaks traditional SaaS business model, transitioning economy toward outcome-based pricing r... Jason Calacanis	Macro/Economy	58%
0.68	SpecAlign: Efficient Specification-Grounded Alignment of Large Language Models via Synthetic Data	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%
0.68	InvDesMobility: a reliability-gated first-principles feedback framework for closed-loop materials discovery	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%
0.68	Green SARC: Predictive Cost and Carbon Governance for Agentic AI Systems	arxiv 2026-06-14	235_014 Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability. Sam Altman	AI	51%
0.68	Graphical-Probabilistic Modeling of Generative Flows in LLM-Native Software Systems	arxiv 2026-06-14	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.68	How Post-Training Shapes Biological Reasoning Models	arxiv 2026-06-15	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.68	GPT-Based Fast Simulation of CLAS12 Detector Hits via Conditional Autoregressive Generation	arxiv 2026-06-14	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	The Value Axis: Language Models Encode Whether They're on the Right Track	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%
0.68	How Much Can We Trust LLM Search Agents? Measuring Endorsement Vulnerability to Web Content Manipulation	arxiv 2026-06-15	CYB_012 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di... Alex Finn	AI	44%
0.68	Bridging the Usability Gap: Lessons from Interpreting Studies for Machine Interpreting Design	arxiv 2026-06-14	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	31%
0.68	Learning New Tasks via Reusable Skills: Skill-Compositional Experts for Embodied Continual Learning	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%
0.68	FDA ANDA209738: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — MICRO LABS	fda 2026-06-03	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will Elon Musk post 180-199 tweets from June 12 to June 19, 2026?(market prob: 43%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will my color-based web game exceed 100 users in a single day?(market prob: 64%)	manifold 2026-06-17	247_011 OpenAI user count will soon reach 1 billion Alex Wissner-Gross	AI	41%
0.68	By when will in-space electricity production exceed surface production?	manifold 2026-06-17	241_054 Space wins by far on energy argument for data centers Peter Diamandis	Space	54%
0.68	How many Starship launches will occur in 2028?	manifold 2026-06-17	242_005 Starship launch cadence will reach one every 5.3 minutes (274/day) Peter Diamandis	Space	34%
0.68	A T-API-Compliant ReAct Agentic Loop for Optical Networks: Generic vs. Domain-Specific Tool Abstractions	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%
0.68	PearlVLA: Progressive Embodied Action-Plan Refinement in Latent Space	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%
0.68	Trustworthy Self-Composable Big-Data-as-a-Service: An LLM-Orchestrated Multi-Agent Framework for Automated Data Engineering, AutoML, MLOps Deployment, and Drift-Aware Lifecycle Optimization	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%
0.68	Trustworthy Self-Composable Big-Data-as-a-Service: An LLM-Orchestrated Multi-Agent Framework for Automated Data Engineering, AutoML, MLOps Deployment, and Drift-Aware Lifecycle Optimization	arxiv 2026-06-16	FUT_004 Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten... Amy Webb	AI	62%
0.68	A Framework for Evaluating Agentic Skills at Scale	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%
0.68	Closing the Feedback Loop: From Experience Extraction to Insight Governance in Verbal Reinforcement Learning	arxiv 2026-06-16	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%
0.68	Understanding LLMs in Title-Abstract Screening: From Disagreements to Recommendations	arxiv 2026-06-16	CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis	AI	49%
0.68	OmniDrive: An LLM-Choreographed Multi-Agent World Model with Unified Latent Co-Compression for Multi-View Driving Video Generation	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%
0.68	Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery	arxiv 2026-06-16	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.68	Can LLMs Be CEOs? Benchmarking Strategic Resource Reallocation with Multi-Role Agent Simulation	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%
0.68	Can LLMs Be CEOs? Benchmarking Strategic Resource Reallocation with Multi-Role Agent Simulation	arxiv 2026-06-16	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.68	SoK: AI-Augmented Binary Reversing	arxiv 2026-06-16	248_048 AI models will move to a post-binary (sub-one-bit) numerical precision paradigm. Alex Wissner-Gross	AI	34%
0.68	Continual Self-Improvement with Lightweight Experiential Latent Memories	arxiv 2026-06-16	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%
0.68	From Compression to Deployment: Real-Time and Energy-Efficient FastGRNN on Ultra-Constrained Microcontrollers	arxiv 2026-06-15	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.68	WorldLines: Benchmarking and Modeling Long-Horizon Stateful Embodied Agents	arxiv 2026-06-17	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	SwitchBraidNet: Quantisation-Aware Lightweight Architecture for Hybrid Brain-Computer Interface	arxiv 2026-06-17	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.68	ForecastBench-Sim: A Simulated-World Forecasting Benchmark	arxiv 2026-06-17	SEM_002 By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs). Leopold Aschenbrenner	AI	56%
0.68	Benchmarking Action Spaces in Reinforcement Learning for Vision-based Robotic Manipulation	arxiv 2026-06-17	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Optimal scenario design for climate emulation	arxiv 2026-06-17	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Model-Free Reinforcement Learning Control for Resilient Cyber-Physical Systems	arxiv 2026-06-17	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.68	Learning Augmented Exact Exponential Algorithms	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%
0.68	IndicContextEval: A Benchmark for Evaluating Context Utilisation in Audio Large Language Models Across 8 Indic Languages	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%
0.68	LegalWorld: A Life-Cycle Interactive Environment for Legal Agents	arxiv 2026-06-17	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	CABLE: Cloud-Assisted Bandwidth-efficient LMM-based Encoding for V2X Systems	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%
0.68	By when will Starship deploy a payload bigger than a Starlink?	manifold 2026-06-19	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%
0.68	Will the Twin prime Conjecture be proven before 2030?(market prob: 19%)	manifold 2026-06-19	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%
0.68	Sovereign Execution Brokers: Enforcing Certificate-Bound Authority in Agentic Control Planes	arxiv 2026-06-18	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.68	Hybrid ANN-SNN Pipeline with Local Plasticity	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents	arxiv 2026-06-18	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	The Algorithmic-Human Manager: AI, Apps, and Workers in the Indian Gig Economy	arxiv 2026-06-18	IND_025 Global economy enters 'Agentic Era' in 2027 — AI comprehensively automates knowledge work by 2026, forcing structural redesign of the modern corporation. Future labor force consists of highly agile 'ExOs' (Exponential Organizations) leveraging open-sou... Salim Ismail	Macro/Economy	23%
0.68	Before the Pull Request: Mining Multi-Agent Coordination	arxiv 2026-06-17	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.68	StaminaBench: Stress-Testing Coding Agents over 100 Interaction Turns	arxiv 2026-06-17	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%
0.68	A Tool for the Synthesis of Adaptive Probabilistic Processors Based on the Ising Model	arxiv 2026-06-17	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%
0.68	Execution-State Capsules: Graph-Bound Execution-State Checkpoint and Restore for Low-Latency, Small-Batch, On-Device Physical-AI Serving	arxiv 2026-06-18	CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz	AI	77%
0.68	GEMS: Geometric Constraints Enable Multi-Semantic Superposition in LLMs	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%
0.68	Leverage Is Not Reach: A Control-Window Law for Single-Neuron Steering in Language Models	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	TerraMARS: A Domain-Adapted Small-Language-Model Pipeline for Mars Terraforming Literature	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Will Elon Musk post 65-89 tweets from June 20 to June 22, 2026?(market prob: 31%)	polymarket 2026-06-18	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will the price of Bitcoin be above $60,000 on June 23?(market prob: 99%)	polymarket 2026-06-16	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Will the price of Bitcoin be above $56,000 on June 24?(market prob: 100%)	polymarket 2026-06-17	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.68	Will I burnout by the end of 2026?(market prob: 24%)	manifold 2026-06-23	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.68	The Energy Consumption of Transformer Fine-Tuning: A Roofline-Inspired Scaling Model	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%
0.68	Digital Humanism and Evolutionary Design	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%
0.68	RS-Gen: A Multi-Stage Agentic Framework for Reasoning and Search-Augmented Image Generation	arxiv 2026-06-22	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.68	Attacking the Trusted Imagination: Oracle-Level Integrity Attacks on Imagine-then-Act World Models	arxiv 2026-06-22	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	Approximating velocity fields with planted attractors via Neural-ODEs for classification purposes	arxiv 2026-06-22	INF_036 AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin... Dara Khosrowshahi	AI	61%
0.68	RLM-Cascade: Response-Level Speculative Decoding for Cost-Efficient LLM API Serving	arxiv 2026-06-22	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%
0.68	ORBIT: Training-Free Multi-Attribute Behavioral Steering via Orthogonal Subspace Rotation	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%
0.68	Asymmetric physics enables efficient learning in quadrupedal robot swarms	arxiv 2026-06-22	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%
0.68	Foresight: Failure Detection for Long-Horizon Robotic Manipulation with Action-Conditioned World Model Latents	arxiv 2026-06-22	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.68	Self-Evolving Cognitive Framework via Causal World Modeling for Embodied Scientific Intelligence	arxiv 2026-06-21	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%
0.68	Benchmarking Robot Memory Under Interference	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%
0.68	Will Adriano Espaillat run in the 2026 NY13 general election as an independent or third party candidate?(market prob: 10%)	manifold 2026-06-24	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	It's Complicated: On the Design and Evaluation of AI-Powered AAC Interfaces	arxiv 2026-06-23	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	CrossPool: Efficient Multi-LLM Serving for Cold MoE Models through KV-Cache and Weight Disaggregation	arxiv 2026-06-23	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.68	Red-Teaming the Agentic Red-Team	arxiv 2026-06-23	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%
0.68	Detecting AI Coding Agents in Open Source: A Validated Multi-Method Census of 180 Million Repositories	arxiv 2026-06-23	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.68	Data Scale, Not Latency, Shapes Cross-Lingual Encoder Transfer in Streaming ASR	arxiv 2026-06-23	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Reinforcement Learning Towards Broadly and Persistently Beneficial Models	arxiv 2026-06-22	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.68	Reinforcement Learning Towards Broadly and Persistently Beneficial Models	arxiv 2026-06-22	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	RIFT-Bench: Dynamic Red-teaming For Agentic AI Systems	arxiv 2026-06-22	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	RIFT-Bench: Dynamic Red-teaming For Agentic AI Systems	arxiv 2026-06-22	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.68	Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors	arxiv 2026-06-22	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%
0.68	MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models	arxiv 2026-06-23	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Explaining Failures of Cyber-Physical Systems with Actual Causality	arxiv 2026-06-23	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%
0.68	Explaining Failures of Cyber-Physical Systems with Actual Causality	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%
0.68	Will Elon Musk post 440-459 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	InvestPhilBench: A Multi-Layer Dynamic Benchmark for Evaluating Large Language Model Procedural Reasoning in Expert Investment Philosophy	arxiv 2026-06-24	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.68	AI Snitches Get Glitches: Towards Evading Agentic Surveillance	arxiv 2026-06-24	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.68	Compositional Behavioral Semantics for State Abstraction in Reinforcement Learning	arxiv 2026-06-24	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	The Interplay of Harness Design and Post-Training in LLM Agents	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%
0.68	MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models	arxiv 2026-06-23	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	HEART: Coordination of Heterogeneous Expert Agents for Physically Grounded Robotic Task Planning	arxiv 2026-06-24	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%
0.68	MAPL: Multi-Objective Preference Learning for Robot Locomotion	arxiv 2026-06-24	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Self Capacitive Tactile Sensor System designed for Companion Robots	arxiv 2026-06-24	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Will Elon Musk post 65-89 tweets from June 25 to June 27, 2026?(market prob: 6%)	polymarket 2026-06-22	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	AI takes down a major payment system by EOY 2027?(market prob: 17%)	manifold 2026-06-26	234_042 AI displacement will collapse the payroll tax base funding Medicare/Social Security Peter Diamandis	Macro/Economy	47%
0.68	Bridging Talk and Thought: Understanding Dialogue Dynamics Across Collaborative Problem-Solving Contexts	arxiv 2026-06-25	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%
0.68	State Representation Matters in Deep Reinforcement Learning: Application to Energy Trading	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%
0.68	Localizing RL-Induced Tool Use to a Single Crosscoder Feature	arxiv 2026-06-25	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	auto-psych: Automating the science of mind using agent-driven theory discovery and experimentation	arxiv 2026-06-24	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%
0.68	AXLE: A Cloud Infrastructure for Lean 4 Theorem Proving Utilities	arxiv 2026-06-24	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	Generative Models on Analog Hardware with Dynamics	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%
0.68	RigPI: Dynamic Parameter Identification of Rigid Body via VLM-Seeded Differentiable Simulation	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%
0.68	Will Elon Musk post 500+ tweets from June 30 to July 7, 2026?(market prob: 0%)	polymarket 2026-06-27	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 280-299 tweets from June 23 to June 30, 2026?(market prob: 4%)	polymarket 2026-06-20	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 360-379 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Meta have the best AI model at the end of July 2026?(market prob: 0%)	polymarket 2026-06-03	238_033 Meta will someday be acquired by an AI company (largest-company-killer scenario) Alex Wissner-Gross	Markets/Stocks	35%
0.68	Will Elon Musk post 80-99 tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Google model beats Anthropic on LMArena by EOY26(market prob: 30%)	manifold 2026-06-29	246_047 Anthropic ARR reached $30B, surpassing OpenAI's $24-25B. Peter Diamandis	AI	76%
0.68	Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration	arxiv 2026-06-29	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	Automating the Design of Embodied AgentArchitectures	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%
0.68	RiverONE: Generating Knowledge-Intensive VLM by Simulated Quantum Machines	arxiv 2026-06-29	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Critical Interval MSE: Toward Reliable Offline Validation for Robot Manipulation Policies	arxiv 2026-06-29	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%
0.68	SCARCE: Scalable Cascade Analysis for Rare-event Characterisation via Embeddings	arxiv 2026-06-28	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%
0.68	Bilevel Optimization for Neural Architecture Search	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%
0.68	Heads, Not Backbones: Output Heads Dominate Architectures on Fat-Tailed Returns	arxiv 2026-06-29	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%
0.68	Atompack: A Storage and Distribution Layer for Read-Heavy Atomistic ML Training Datasets	arxiv 2026-06-29	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.68	Atompack: A Storage and Distribution Layer for Read-Heavy Atomistic ML Training Datasets	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%
0.68	Persona-Trained Monte Carlo: Estimating Market-Outcome Distributions via Swarms of Persona-Conditioned Neural Policy Bots in a Limit Order Book	arxiv 2026-06-28	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.68	Comparing Human and Automatic Recognition of Dutch Dysarthric Continuous Speech: A Case Study	arxiv 2026-06-29	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	31%
0.68	EntroRouter: Learning Efficient Model Routing via Entropy Regulation	arxiv 2026-06-28	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.68	Will Ethereum dip to $500 by December 31, 2026?(market prob: 5%)	polymarket 2026-06-08	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Google have the best AI model at the end of July 2026?(market prob: 11%)	polymarket 2026-06-03	242_056 AI models will become manager of entire economy, not just picking off mom/pop businesses Alex Wissner-Gross	Macro/Economy	16%
0.68	Will DeepSeek have the best AI model at the end of July 2026?(market prob: 0%)	polymarket 2026-06-03	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.68	Is Claude Mythos 5 an alignment faker like Opus 3?(market prob: 50%)	manifold 2026-07-01	246_048 Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run. Alex Wissner-Gross	AI	39%
0.68	The Decomposition Is the Fingerprint: Per-Component Identity for Agent Skills	arxiv 2026-06-30	CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor	Crypto	26%
0.68	Certified Speculative Execution for Untrusted AI 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%
0.68	Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination	arxiv 2026-07-01	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%
0.68	Beyond Activation Alignment:The Alignment-Diversity Tradeoff in Task-Aware LLM Quantization	arxiv 2026-07-01	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%
0.68	Testing Frontier Large Language Models' Physics Literacy in Parallel Physical Worlds	arxiv 2026-06-30	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%