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Sim	Doc	Source	Pred	Domain	Prior
0.67	Diffuse AI Control on Fuzzy Tasks	arxiv 2026-06-08	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%
0.67	When Built-in Thinking Helps and Hurts: Constraint-Level Error Shifts in Instruction Following	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%
0.67	Bridging the Agent-World Gap: Text World Models for LLM-based Agents	arxiv 2026-06-08	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%
0.67	TRADE: Transducer-Augmented Decoder for Speech LLM	arxiv 2026-06-07	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%
0.67	Modeling Components and Connections in Cyber-Physical Systems	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%
0.67	anthropics/anthropic-sdk-python v0.108.0	github_release 2026-06-09	246_050 Anthropic will release compressed/distilled version of Mythos quickly after initial release. Dave Blundin	AI	50%
0.67	Flaws in the LLM Automation Narrative	arxiv 2026-06-09	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%
0.67	Generative Explainability for Next-Generation Networks: LLM-Augmented XAI with Mutual Feature Interactions	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%
0.67	Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks	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%
0.67	Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation	arxiv 2026-06-09	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%
0.67	Accounting for AI Inference in Corporate GHG Inventories: A Four-Tier Methodology for Scope 3 Category 1 Reporting	arxiv 2026-06-09	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%
0.67	Assessing Automated Prompt Injection Attacks in Agentic Environments	arxiv 2026-06-09	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	61%
0.67	What Spatial Memory Must Store: Occlusion as the Test for Language-Agent Memory	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%
0.67	Interpreting and Steering a Text-to-Speech Language Model with Sparse Autoencoders	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%
0.67	RedAct: Redacting Agent Capability Traces for Procedural Skill Protection	arxiv 2026-06-09	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%
0.67	Efficient-WAM: A 1B-Parameter World-Action Model with Low-Cost Future Imagination	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%
0.67	FDA ANDA219530: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — MACLEODS PHARMS LTD	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%
0.67	anthropics/anthropic-sdk-python v0.109.1	github_release 2026-06-09	235_043 Anthropic may win legal challenge against Dept of War classification. Salim Ismail	Defense	36%
0.67	Categorical Prior Lock-in: Why In-Context Learning Fails for Structured Data	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%
0.67	AI Coding Agents in Social Science: Methodologically Diverse, Empirically Consistent, Interpretively Vulnerable	arxiv 2026-06-09	CMQ_047 Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop. Andrej Karpathy	AI	51%
0.67	Bootstrapped Monitoring: Leveraging Transparent Reasoning to Oversee Stronger AI Agents	arxiv 2026-06-10	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.67	RedAct: Redacting Agent Capability Traces for Procedural Skill Protection	arxiv 2026-06-09	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%
0.67	HiPi: Reproducible High-Fidelity Piezoresistive Sensors for Robotic Manipulation	arxiv 2026-06-09	INF_035 Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo... Fabric8Labs (NEA / Intel Capital funded)	Semis	65%
0.67	Will Elon Musk buy OnlyFans?(market prob: 1%)	polymarket 2026-03-24	240_026 Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company Dave Blundin	Markets/Stocks	42%
0.67	Will the price of Bitcoin be above $52,000 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%
0.67	Automated reproducibility assessments in the social and behavioral sciences using large language models	arxiv 2026-06-11	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.67	ERTS: Adversarial Robustness Testing of Ethical AI via Semantic Perturbation in a Bounded Consequence Space	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%
0.67	Order Is Not Control	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%
0.67	PolicyGuard: Towards Test-time and Step-level Adversary Defense for Reinforcement Learning Agent	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	61%
0.67	HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness	arxiv 2026-06-11	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%
0.67	Exploring How Agent Voice Accents Shape Human-AI Collaboration in K-12 Group Learning	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%
0.67	Reducing the Complexity of Deep Learning Models for EEG Analysis on Wearable Devices	arxiv 2026-06-10	INF_043 Unit cost of intelligence will drop at a rate far exceeding Moore's Law, driving explosive demand growth that filters out to edge devices and localized small models. Marc Andreessen	AI	47%
0.67	LLM-Powered Personalized Glycemic Assessment in Type 2 Diabetes with Wearable Sensor Data	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%
0.67	EWAM: An Enhanced World Action Model for Closed-Loop Online Adaptation in Embodied Intelligence	arxiv 2026-06-10	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%
0.67	Arbor: Tree Search as a Cognition Layer for Autonomous Agents	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%
0.67	Normative Robustness as a Frontier for Non-Verifiable Reasoning in LLMs	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%
0.67	The Tone of Awareness: Topic, Sentiment, and Toxicity Maps During Mental Health Month on TikTok	arxiv 2026-06-11	232_007 TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. Dave Blundin	Media/Ads	45%
0.67	LoHoSearch: Benchmarking Long-Horizon Search Agents Beyond the Human Difficulty Ceiling	arxiv 2026-06-11	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%
0.67	FDA ANDA216410: GALLIUM GA 68 GOZETOTIDE (GALLIUM GA-68 GOZETOTIDE) — RADIOMEDIX	fda 2026-06-08	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	Will Elon Musk post 40-59 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will Elon Musk post 220-239 tweets from June 9 to June 16, 2026?(market prob: 6%)	polymarket 2026-06-06	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will Elon Musk post 80-99 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.67	Will Americans or China get to the Moon By 2030(market prob: 83%)	manifold 2026-06-14	246_014 Elon's stated orbital refueling and Mars/Moon timelines will slip. Alex Wissner-Gross	Space	41%
0.67	Will the price of Bitcoin be above $64,000 on June 16?(market prob: 97%)	polymarket 2026-06-09	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will the price of Bitcoin be above $58,000 on June 17?(market prob: 100%)	polymarket 2026-06-10	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will Elon Musk post 40-64 tweets from June 15 to June 17, 2026?(market prob: 14%)	polymarket 2026-06-13	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.67	Will Elon Musk post 420-439 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.67	Skill-to-LoRA: From Using Skills to Learning Behaviors for Token-Efficient LLM Agents	arxiv 2026-06-15	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%
0.67	AI systems out-persuade expert humans	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%
0.67	Theorem-Grounded Execution Ontologies for Interpretable Machine Reasoning	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%
0.67	SkillVetBench: LLM-as-Judge for Multi-Dimensional Security Risk Evaluation in Open-Source LLM Agent Skills	arxiv 2026-06-14	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	61%
0.67	UrbanWell: Benchmarking Multimodal Large Language Models for Spatio-Temporal Urban Wellbeing Analytics	arxiv 2026-06-14	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.67	ExpRL: Exploratory RL for LLM Mid-Training	arxiv 2026-06-15	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%
0.67	Learning the Geometry of Data: A Mathematical Review of Shape Space Analysis	arxiv 2026-06-15	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%
0.67	Creative Collision: Directorial Persona Steering and Competition in Large Language Models	arxiv 2026-06-15	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%
0.67	Steering Generative Reinforcement Learning into Stable Robotic Controller	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%
0.67	$λ$-Reachability: Geometric-Horizon Safety Bellman Equations for Humanoid Safety	arxiv 2026-06-14	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	Learning New Tasks via Reusable Skills: Skill-Compositional Experts for Embodied Continual Learning	arxiv 2026-06-14	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%
0.67	NIMO: A Software Platform for Closed-Loop Materials Exploration with Diverse AI Algorithms	arxiv 2026-06-14	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	44%
0.67	Reinforcement Learning-Guided Retrieval with Soft Fusion for Robust Multimodal Imitation Learning under Missing Modalities	arxiv 2026-06-13	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%
0.67	Will AI be charged with a crime before 2027? [Polymarket](market prob: 6%)	manifold 2026-06-17	230_005 Two years from now, best AI will not be freely accessible — it will be withheld citing security/safety. Dave Blundin	AI	50%
0.67	Will AI be charged with a crime before 2027? [Polymarket](market prob: 6%)	manifold 2026-06-17	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.67	PreAct: Computer-Using Agents that Get Faster on Repeated Tasks	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%
0.67	PreAct: Computer-Using Agents that Get Faster on Repeated Tasks	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%
0.67	ED3R: Energy-Aware Distributed Disaster Detection Enabled by Cooperative Robotic Agents	arxiv 2026-06-16	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	Reinforcing Dual-Path Reasoning in Spatial Vision Language Models	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%
0.67	The Discrete-Log Clock: How a Transformer Learns Modular Multiplication	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%
0.67	Trust-Aware Multi-Agent Traceability: Confidence-Calibrated Knowledge Graphs for Consistent Software Artifact Management	arxiv 2026-06-15	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.67	EnvRL: Learn from Environment Dynamics in Agentic 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%
0.67	From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning	arxiv 2026-06-16	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.67	From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning	arxiv 2026-06-16	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	WeaveLA: Event Driven Cross-Subtask Latent Memory Weaving for Repetitive Robot Manipulation	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%
0.67	Will the price of Bitcoin be above $62,000 on June 19?(market prob: 77%)	polymarket 2026-06-12	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Towards an Agent-First Web: Redesigning the Web for AI Agents	arxiv 2026-06-17	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.67	Leadership as Coordination Control: Behavioral Signatures and the Recovery-Advantage Boundary in Multi-Agent LLM Teams	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	61%
0.67	FoMoE: Breaking the Full-Replica Barrier with a Federation of MoEs	arxiv 2026-06-17	CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner	AI	50%
0.67	Domain-Shift Aware Neural Networks for Unbalance Characterization in Rotating Systems	arxiv 2026-06-17	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%
0.67	Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness	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	61%
0.67	GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents	arxiv 2026-06-17	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%
0.67	Do as the Romans Do: Learning Universal Behaviors from Heterogeneous Agents	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%
0.67	On the Residual Scaling of Looped Transformers: Stability and Transferability	arxiv 2026-06-16	INF_072 There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently. Demis Hassabis	AI	40%
0.67	EARS: Explanatory Abstention for Reliable Sub-Agent Modeling in Large-scale Multi-Agent Systems	arxiv 2026-06-17	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%
0.67	ROBOSHACKLES: A Safety Dataset for Human-Injury Prevention in Embodied Foundation Models	arxiv 2026-06-17	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%
0.67	Will the price of Bitcoin be above $62,000 on June 20?(market prob: 97%)	polymarket 2026-06-13	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will the price of Bitcoin be above $66,000 on June 20?(market prob: 1%)	polymarket 2026-06-13	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	How Transparent is DiffusionGemma?	arxiv 2026-06-18	AI_025 Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps. Mark Cuban	AI	60%
0.67	Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems	arxiv 2026-06-18	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.67	Modularity-Free Conflict-Averse Training for Generalized PINNs	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%
0.67	The Hidden Evolution of Disguised Visual Context inside the VLM	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%
0.67	ENPIRE: Agentic Robot Policy Self-Improvement in the Real World	arxiv 2026-06-18	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	44%
0.67	Multi-Agent Transactive Memory	arxiv 2026-06-18	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.67	Multi-Agent Transactive Memory	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%
0.67	Improving End-to-End Speech Recognition for Dysarthric Speech through In-Domain Data Augmentation	arxiv 2026-06-18	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%
0.67	Beyond Entropy: Learning from Token-Level Distributional Deviations for LLM Reasoning	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%
0.67	Hard or Just Unreached? Diagnosing the Sampling Blind Spot in Math-Reasoning Difficulty Estimation	arxiv 2026-06-17	238_020 Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently) Alex Wissner-Gross	AI	61%
0.67	StaminaBench: Stress-Testing Coding Agents over 100 Interaction Turns	arxiv 2026-06-17	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%
0.67	Execution-State Capsules: Graph-Bound Execution-State Checkpoint and Restore for Low-Latency, Small-Batch, On-Device Physical-AI Serving	arxiv 2026-06-18	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%
0.67	Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution	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%
0.67	Direct Advantage Estimation for Scalable and Sample-efficient Deep Reinforcement Learning	arxiv 2026-06-18	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%
0.67	Beyond Global Replanning: Hierarchical Recovery for Cross-Device Agent Systems	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%