Validations Queue

108,318 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 17 of 47, 500 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.

Pending (total)

108,318

Reviewed

Filtered

23,430

page 17 / 47

Showing on page

500

Filters

URL params control source + min-similarity threshold

Source

All (108318)arxiv (50087)codex_research_pack (134)edgar_8k (3666)fda (5175)gdelt (1218)github_release (3337)manifold (10773)polymarket (33928)

Page size

50 100 200 500

Bulk auto-confirm by similarity threshold

Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.68	Architecture Shape Governs QNN Trainability: Jacobian Null Space Growth and Parameter Efficiency	arxiv 2026-05-07	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	ZAYA1-8B Technical Report	arxiv 2026-05-06	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	Lattice fermion formulation via Physics-Informed Neural Networks: Ginsparg-Wilson relation and Overlap fermions	arxiv 2026-05-07	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	Will research-level math become a sport akin to chess before 2035?(market prob: 12%)	manifold 2026-05-09	SEM_035 World-class, AI-based mathematicians will emerge within a single year (by ~early 2027). Eric Schmidt	AI/Cognition	34%
0.68	Will a Chinese AI model become #1 by June 30? (market prob: 2%)	polymarket 2025-11-11	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.68	Evolutionary Task Discovery: Advancing Reasoning Frontiers via Skill Composition and Complexity Scaling	arxiv 2026-05-12	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	Will Elon Musk post 100-119 tweets from May 12 to May 19, 2026?(market prob: 0%)	polymarket 2026-05-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Harnessing Agentic Evolution	arxiv 2026-05-13	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	33%
0.68	Large Language Models Lack Temporal Awareness of Medical Knowledge	arxiv 2026-05-13	CMQ_009 Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity. Demis Hassabis	AI	60%
0.68	Controlling Logical Collapse in LLMs via Algebraic Ontology Projection over F2	arxiv 2026-05-13	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	Natural Synthesis: Outperforming Reactive Synthesis Tools with Large Reasoning Models	arxiv 2026-05-14	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	Slower Generalization, Faster Memorization: A Sweet Spot in Algorithmic Learning	arxiv 2026-05-14	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%
0.68	Exploring Geographic Relative Space in Large Language Models through Activation Patching	arxiv 2026-05-14	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 NDA212576: INQOVI (CEDAZURIDINE) — TAIHO ONCOLOGY	fda 2026-05-13	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 Apple mention OpenAI or ChatGPT in its WWDC 2026 keynote?(market prob: 28%)	manifold 2026-05-16	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.68	Will Bitcoin reach $85,000 on May 17?(market prob: 0%)	polymarket 2026-05-17	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 Liz Cheney win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability	arxiv 2026-05-18	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.68	Continuous Diffusion Scales Competitively with Discrete Diffusion for Language	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Temporal Task Diversity: Inductive Biases Under Non-Stationarity in Synthetic Sequence Modelling	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.68	Revisiting the Adam-SGD Gap in LLM Pre-Training: The Role of Large Effective Learning Rates	arxiv 2026-05-18	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 Bitcoin reach $75,000 in May?(market prob: 8%)	polymarket 2026-05-28	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	Trump goes to space in 2028? [Polymarket](market prob: 7%)	manifold 2026-05-28	COD_SPC_002 The next US crewed lunar surface landing occurs on Artemis IV in 2028 Codex Research Pack	Space	22%
0.68	What will be the first one-person company to reach a $1 billion valuation?	manifold 2026-05-25	246_005 OpenAI and Anthropic IPOs will head toward $1 trillion valuations. Peter Diamandis	Markets/Stocks	55%
0.68	What will be the first one-person company to reach a $1 billion valuation?	manifold 2026-05-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	BioRefusalAudit: Auditing Biosecurity Refusal Depth Using General and Domain-Fine-Tuned Sparse Autoencoders	arxiv 2026-05-28	CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt	Defense	17%
0.68	How Reliable Are AI Attackers Against a Fixed Vulnerable Target? A 400-Run Empirical Study of LLM Penetration Testing Consistency	arxiv 2026-05-28	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.68	Teaching Values to Machines: Simulating Human-Like Behavior in LLMs	arxiv 2026-05-28	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.68	Towards Localized and Disentangled Knowledge Editing for Multimodal Large Language Models	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	PTCG-Bench: Can LLM Agents Master Pokémon Trading Card Game?	arxiv 2026-05-28	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.68	LLM-Evolved Domain-Independent Heuristics for Symbolic AI Planning	arxiv 2026-05-28	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Improving Collaborative Storytelling with a Multi-Agent Framework Based on Large Language Models	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	KBF: Knowledge Boundary as Fingerprint for Language Model and Black-Box API Auditing	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones?	arxiv 2026-05-28	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	Do Physics Foundation Models Learn Generalizable Physics? A Bias-Aware Benchmark Across Physical Regimes and Distribution Shifts	arxiv 2026-05-28	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	Scaling Laws for Agent Harnesses via Effective Feedback Compute	arxiv 2026-05-28	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	Scaling Laws for Agent Harnesses via Effective Feedback Compute	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	MOOSE-Copilot: A Web-Based Interactive Assistant for Unified Exploratory and Fine-Grained Scientific Hypothesis Discovery	arxiv 2026-05-28	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.68	Will Bitcoin hit $68,000 or $78,000 first?	manifold 2026-05-31	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 Bitcoin dip to $69,000 on June 1?(market prob: 3%)	polymarket 2026-06-01	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	Will Meta have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.68	Will Alibaba have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	SEM_023 No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027. Joseph Moore	Semis/Markets	53%
0.68	Policy and World Modeling Co-Training for Language Agents	arxiv 2026-06-01	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	SPADE-Bench: Evaluating Spontaneous Strategic Deception in Agents via Plan-Action Divergence	arxiv 2026-06-01	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	Extreme Low-Bit Inference in Reasoning Models: Failure Modes and Targeted Recovery	arxiv 2026-06-01	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	Unveiling the Limits of Large Language Models in Inferring Pragmatic Meaning from Non-Verbal Responses	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	OctoT2I: A Self-Evolving Agentic Text-to-Image Router	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	An Enigma of Artificial Reason: Investigating the Production-Evaluation Gap in Large Reasoning Models	arxiv 2026-05-31	240_014 Cost of reasoning models has dropped 1,000x in 16 months Sam Altman	AI	50%
0.68	A Local Perturbation Theory for Cross-Domain Interference and Recovery in Multi-Domain RL	arxiv 2026-06-01	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Before and After Temperature: A Distributional View of Creative LLM Generation	arxiv 2026-05-31	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	Low-Resource Safety Failures Are Action Failures, Not Representation Failures	arxiv 2026-05-31	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	Low-Resource Safety Failures Are Action Failures, Not Representation Failures	arxiv 2026-05-31	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	Longevity escape velocity before 2030?(market prob: 11%)	manifold 2026-06-04	FUT_016 Next 5 years (2026-2030) require individuals + organizations to adopt 'FLUX' superpowers — ability to transform constant uncertainty into strategic advantage. Traditional linear career paths dissolve entirely by 2030, replaced by fluid portfolio-based ... April Rinne	Labor/Jobs	39%
0.68	Will Elon Musk post 460-479 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	Risk Assessment of Autonomous Driving: Integrating Technical Failures, Ethical Dilemmas, and Policy Frameworks	arxiv 2026-06-04	244_002 Humans will be demonstrably less safe than autonomous drivers (within 25 years, not 15) Dara Khosrowshahi	Auto/Transport	38%
0.68	World-Language-Action Model for Unified World Modeling, Language Reasoning, and Action Synthesis	arxiv 2026-06-04	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	Explainable AI-Driven Cyber Risk Analytics and Model Reliability Assessment for Intelligent Governance of U.S. Critical Infrastructure: An XGBoost and SHAP-Based Intrusion Detection Framework	arxiv 2026-06-04	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	From Prediction to Self: Developmental Conditions for Agency in Minimal Neural Systems	arxiv 2026-06-04	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	Agents' Last Exam	arxiv 2026-06-03	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	Arithmetic Pedagogy for Language Models	arxiv 2026-06-03	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	R-APS: Compositional Reasoning and In-Context Meta-Learning for Constrained Design via Reflective Adversarial Pareto Search	arxiv 2026-06-03	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	Will Elon Musk post 280-299 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 460-479 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning	arxiv 2026-06-05	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective	arxiv 2026-06-05	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	Think Like a Pilot: Fine-Grained Long-Horizon UAV Navigation	arxiv 2026-06-05	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	A Multi-Operator Mixed-Reality Interface for Multi-Robot Control and Coordination: Co-Located and Private Workspace Collaboration	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	Will Elon Musk post 65-89 tweets from June 8 to June 10, 2026?(market prob: 43%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will DeepSWE be saturated before 2027 (≥90%)?(market prob: 89%)	manifold 2026-06-09	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.68	Seeing the Hivemind: A Consensus-Aware Interaction Technique for Mitigating AI Homogenization	arxiv 2026-06-08	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	AI Scientists Are Only as Good as Their Evidence: A Stratified Ablation of Proprietary Data and Reasoning Skills in Drug-Asset Valuation	arxiv 2026-06-08	CYB_018 Figure AI valuation has eclipsed $39 billion by early 2026 — surpassing SpaceX's 2020 valuation — backed by concentrated collective capital of the AI hardware-software industry (Microsoft, NVIDIA, OpenAI), signaling industry-wide belief that humanoid r... Brett Adcock	Robotics	69%
0.68	Trustworthy Smart Fabs via Professional Proxies: Scaling Safe and Sustainable by Design (SSbD) through Industrial Data Spaces	arxiv 2026-06-08	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	Late-Layer Fusion is Enough: Dual-Path Vision Token Routing for Multimodal Large Language Models under Visual Saturation	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	Constrained user-item allocation for e-commerce marketing campaigns	arxiv 2026-06-08	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	Bayesian Optimization of a Multi-Product Chemical Reactor Using Composite Models and Partial Physics Knowledge	arxiv 2026-06-07	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	Lost in the Flow with Code Talkers: Unveiling the Instruction-Tuning Tax of Large Language Models in Code Tasks	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	VAIC: Vision-Guided Humanoid Agile Object Interaction Control via Decoupled Commands	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	MotionWAM: Towards Foundation World Action Models for Real-Time Humanoid Loco-Manipulation	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	Deterministic Execution of ROS~2 Applications via Lingua Franca	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	FDA ANDA218096: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — APOTEX	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	What share of US adults will use generative AI at least weekly by the end of 2030?	manifold 2026-06-10	ROB_001 If hundreds of millions of AGI instances are deployed simultaneously by 2027 to automate the algorithms governing their own architectures, the industry will compress a decade of human-led algorithmic progress into less than a year — culminating in 'run... Leopold Aschenbrenner	AI	29%
0.68	Mind the Gap: Can Frontier LLMs Pass a Standardized Office Proficiency Exam?	arxiv 2026-06-09	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	Generative Explainability for Next-Generation Networks: LLM-Augmented XAI with Mutual Feature Interactions	arxiv 2026-06-09	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%
0.68	Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook	arxiv 2026-06-09	AI_033 AI-powered mastery learning allows students to master traditional academics in merely 2 hours/day, achieving learning rates 2.3x faster than statistical models predict — freeing human educators to transition into 'Guides' focused on emotional support, ... MacKenzie Price	Education	66%
0.68	LC-QAT: Data-Efficient 2-Bit QAT for LLMs via Linear-Constrained Vector Quantization	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	STAGE-Claw: Automated State-based Agent Benchmarking for Realistic Scenarios	arxiv 2026-06-09	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	STAGE-Claw: Automated State-based Agent Benchmarking for Realistic Scenarios	arxiv 2026-06-09	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	Data-Driven Dynamic Assortment in Online Platforms: Learning about Two Sides	arxiv 2026-06-09	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	SpenseGPT: Practical One-shot Pruning Enabling Sparse and Dense GEMMs for LLM Inference	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	GHOST: Hierarchical Sub-Goal Policies for Generalizing Robot Manipulation	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	The Shibboleth Effect: Auditing the Cross-Lingual Distributional Skew of Large Language Models	arxiv 2026-06-09	AI_005 Current frontier models suffer from 'jagged intelligence' — excelling at international mathematics olympiads while simultaneously failing rudimentary arithmetic and spatial logic; true AGI requires smoothing these jagged edges via continual learning, d... Demis Hassabis	AI	83%
0.68	KCSAT-ML: Probing Reasoning Models with Nationwide-Cohort Human Difficulty	arxiv 2026-06-09	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	Early-Token Confidence Predicts Reasoning Quality in Multi-Agent LLM Debate	arxiv 2026-06-09	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	Generation of Diverse and Functional Robot Designs using Superquadrics Parametrisation and Quality-Diversity	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	Will SpaceX launch a non-SpaceX payload on Starship before 2030?(market prob: 43%)	manifold 2026-06-10	231_035 SpaceX/Elon will consume all their launch capacity for Starlink, leaving other providers constrained. Peter Diamandis	Space	33%
0.68	The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics	arxiv 2026-06-10	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	Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application	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	Generalization Hacking: Models Can Game Reinforcement Learning by Preventing Behavioral Generalization	arxiv 2026-06-10	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	Goal-Autopilot: A Verifiable Anti-Fabrication Firewall for Unattended Long-Horizon 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	20%
0.68	Organize then Retrieve: Hierarchical Memory Navigation for Efficient Agents	arxiv 2026-06-10	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	MPC-Patch-Bench: Security-Aware LLM Code Patch for Multi-Party Computation	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	TacCoRL: Integrating Tactile Feedback into VLA via Simulation	arxiv 2026-06-10	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Data-Driven Dynamic Assortment in Online Platforms: Learning about Two Sides	arxiv 2026-06-09	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	VLGA: Vision-Language-Geometry-Action Models for Autonomous Driving	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 the Oscars loosen rules on AI tool use by 2030?(market prob: 44%)	manifold 2026-06-11	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	Toward Instructions-as-Code: Understanding the Impact of Instruction Files on Agentic Pull Requests	arxiv 2026-06-11	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	Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large 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	Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Models	arxiv 2026-06-11	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	Neuro-Symbolic Agents for Regulated Process Automation: Challenges and Research Agenda	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	Hallucination in Medical Imaging AI: A Cross-Modality Analytical Framework for Taxonomy, Detection, and Mitigation under Regulatory Constraints	arxiv 2026-06-11	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.68	EA-WM: Event-Aware World Models with Task-Specification Grounding for Long-Horizon Manipulation	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	Fault Lines: Navigating Ethics and Responsible AI Where National Policy Meets Local Practice in Public Sector Transformation	arxiv 2026-06-11	AI_037 EU AI Act compliance will become a first-class enterprise priority — Anthropic among first frontier labs positioning proactive regulatory governance as a competitive differentiator against hyperscaler peers. Daniella Amodei	Geopolitics	60%
0.68	(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable	arxiv 2026-06-11	CMQ_032 Exponential collapse in cost of intelligence shifts the primary economic bottleneck of human progress away from human cognition and toward computational throughput. Alex Wissner-Gross	Macro/Economy	75%
0.68	Perceive, Interact, Reason: Building Tool-Augmented Visual Agents for Spatial Reasoning	arxiv 2026-06-11	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	Agentic MPC for Semantic Control System Resynthesis	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	LLMs Can Better Capture Human Judgments--With the Right Prompts	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	Prefill Awareness in Large Language Models	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	M*: A Modular, Extensible, Serving System for Multimodal Models	arxiv 2026-06-10	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Recursive Agent Harnesses	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	From Tokens to Faces: Investigating Discrete Speech Representations for 3D Facial Animation	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	$\texttt{WEAVER}$, Better, Faster, Longer: An Effective World Model for Robotic Manipulation	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	Will Elon Musk post 440-459 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 Anthropic have KYC for customers before June 22?(market prob: 24%)	manifold 2026-06-13	235_002 Anthropic will exceed OpenAI in revenue this year (2026). Dave Blundin	AI	75%
0.68	Will Anthropic have KYC for customers before June 22?(market prob: 24%)	manifold 2026-06-13	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.68	Will any the weights for any new Qwen Model >=100B parameters release before 2027(market prob: 50%)	manifold 2026-06-12	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.68	Who will be the Libertarian party nominee for president in 2028?	manifold 2026-06-14	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Will SpaceX stock crash and close below $100 this year?(market prob: 30%)	manifold 2026-06-13	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.68	Will Elon Musk post 40-64 tweets from June 15 to June 17, 2026?(market prob: 14%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will SpaceX acquire Cursor by September 30, 2026?(market prob: 100%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers	arxiv 2026-06-15	SPC_022 '2026 will be for AI in science what 2025 was for AI in software engineering' — a transition from AI as coding assistant to acting as scientific sparring partner: generating novel hypotheses, analyzing vast datasets, and dramatically accelerating R&D c... Kevin Weil	AI	41%
0.68	P3B3: A Multi-Turn Conversational Benchmark for Measuring European and Brazilian Portuguese Variety Bias in LLMs	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	Infant Spontaneous Movement Noise Improves Exploration in Deep RL	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%
0.68	SMEPilot: Characterizing and Optimizing LLM Inference with Scalable Matrix Extensions	arxiv 2026-06-15	INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy	AI	64%
0.68	Gaming-Resistant Insurance Contracts for Autonomous AI Agents: Strategy-Proof Toll Mechanism Design	arxiv 2026-06-15	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.68	UXBench: Measuring the Actionability of LLM-Generated UX Critiques	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	Mojo: A Promising Tool for Scalable Financial AI Efficiency	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	Graphical-Probabilistic Modeling of Generative Flows in LLM-Native Software Systems	arxiv 2026-06-14	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%
0.68	Geometric Action Model for Robot Policy Learning	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	HawkesNest: A Multi-Axis Synthetic Benchmark for Spatiotemporal Pattern Complexity	arxiv 2026-06-15	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	Your "Pro" LLM Subscription May Actually Be "Free": Exposing Fingerprint Spoofing Risks in LLM Inference Services	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	SING: Synthetic Intention Graph for Scalable Active Tool Discovery in LLM Agents	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%
0.68	SoK: Security and Privacy of Foundation-Model-Powered Robots	arxiv 2026-06-15	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.68	Will Elon Musk post 280-299 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	All Smoke, No Alarm: Oracle Signals in Agent-Authored Test Code	arxiv 2026-06-16	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.68	Ternary Mamba: Grouped Quantization-Aware Training of W1.58A16 State Space Models	arxiv 2026-06-16	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	Agentic AI-based Framework for Mitigating Premature Diagnostic Handoff and Silent Hallucination in Healthcare Applications	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	LLM Features Can Hurt GNNs: Concatenation Interference on Homophilous Graph Benchmarks	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	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	From Democracies to Autocracies: How AI Systems Enable Authoritarianism by Design	arxiv 2026-06-15	AUT_005 Fundamental convergence between autonomous AI, enterprise software, and global defense infrastructure — future geopolitical supremacy dictated entirely by algorithmic dominance rather than traditional kinetic military assets; autonomous drones, AI-driv... Ben Horowitz	Defense	73%
0.68	Trust-Aware Multi-Agent Traceability: Confidence-Calibrated Knowledge Graphs for Consistent Software Artifact Management	arxiv 2026-06-15	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	SING: Synthetic Intention Graph for Scalable Active Tool Discovery in LLM Agents	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%
0.68	WAM-RL: World-Action Model Reinforcement Learning with Reconstruction Rewards and Online Video SFT	arxiv 2026-06-16	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.68	WAM-RL: World-Action Model Reinforcement Learning with Reconstruction Rewards and Online Video SFT	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%
0.68	Abstention-Aware Personalized Object Rearrangement via Uncertainty-Guided LLM Assistance	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	User as Engram: Internalizing Per-User Memory as Local Parametric Edits	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	ProductConsistency: Improving Product Identity Preservation in Instruction-Based Image Editing via SFT and RL	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	Where Did the Variability Go? From Vibe Coding to Product Lines by Regeneration	arxiv 2026-06-17	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%
0.68	Beyond Reward Engineering: A Data Recipe for Long-Context Reinforcement Learning	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	PSyGenTAB: A Privacy-Preserving Framework for Synthetic Clinical Tabular Data Generation via Constrained Optimization	arxiv 2026-06-16	CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt	Defense	17%
0.68	LLMZero: Discovering Adaptive Training Strategies for RL Post-Training via LLM Agents	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	LLMZero: Discovering Adaptive Training Strategies for RL Post-Training via LLM Agents	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	SafeClawBench: Separating Semantic, Audit-Evidence, and Sandbox Harm in Tool-Using LLM Agents	arxiv 2026-06-16	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	EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts	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	EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts	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	Will Elon Musk post 340-359 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will 20 ships transit the Strait of Hormuz on any day by June 30, 2026?(market prob: 99%)	polymarket 2026-06-01	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.68	Will Elon Musk post 40-64 tweets from June 18 to June 20, 2026?(market prob: 67%)	polymarket 2026-06-15	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Sovereign Execution Brokers: Enforcing Certificate-Bound Authority in Agentic Control Planes	arxiv 2026-06-18	231_027 Algorithmic arbitration with cryptographic verification will create programmable governments. Salim Ismail	Other	44%
0.68	Efficient and Sound Probabilistic Verification for AI Agents	arxiv 2026-06-18	231_027 Algorithmic arbitration with cryptographic verification will create programmable governments. Salim Ismail	Other	44%
0.68	Finetuning Vision-Language-Action Models Requires Fewer Layers Than You Think	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	ENPIRE: Agentic Robot Policy Self-Improvement in the Real World	arxiv 2026-06-18	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	PhysDrift: Bridging the Embodiment Gap in Humanoid Co-Speech Motion Generation	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	Playful Agentic Robot Learning	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	Statistical Properties of Training & Generalization	arxiv 2026-06-18	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%
0.68	Online Dynamic Batching with Formal Guarantees for LLM Training	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	pdSTL: Probabilistic Differentiable Signal Temporal Logic for Stochastic 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	FDA ANDA218821: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — CONCORD BIOTECH LTD	fda 2026-06-09	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 16 to June 23, 2026?(market prob: 56%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Bitcoin dip to $63,000 on June 22?(market prob: 5%)	polymarket 2026-06-22	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	Will Elon Musk post 65-89 tweets from June 22 to June 24, 2026?(market prob: 1%)	polymarket 2026-06-20	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	The Energy Consumption of Transformer Fine-Tuning: A Roofline-Inspired Scaling Model	arxiv 2026-06-22	240_021 Post-transformer architecture will be even more specialized than GPUs Alex Wissner-Gross	AI	35%
0.68	Digital Humanism and Evolutionary Design	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	MINCE: Shrinking LLM Evaluation Datasets via Few-Model Monte Carlo Calibration	arxiv 2026-06-22	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	Active Inference as the Test-Time Scaling Law for Physical AI Agents	arxiv 2026-06-22	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	Active Inference as the Test-Time Scaling Law for Physical AI Agents	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	Orthogonal Representation Editing: Decoupling Semantic Entanglement in Batch Knowledge Editing of LLMs	arxiv 2026-06-21	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Interleaved Speech Language Models Latently Work In Text	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	Towards Root Memories: Benchmarking and Enhancing Implicit Logical Memory Retrieval for Personalized LLMs	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	What are Key Factors for Updates in RL for LLM Reasoning?	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	Humanoid-OmniOcc: Stereo-Based Full-View Occupancy Dataset for Embodied AI	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Humanoid-OmniOcc: Stereo-Based Full-View Occupancy Dataset for Embodied AI	arxiv 2026-06-22	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Scalable Multi-Task Data Generation via Reinforcement Learning for Language-Conditioned Bimanual Dexterous Manipulation	arxiv 2026-06-21	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	Benchmarking Robot Memory Under Interference	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	EmbodiedUS-FS: Fast Slow Intelligence for Ultrasound Robotics	arxiv 2026-06-21	CMQ_050 Physical embodied AI represents the 'Fourth Wave' of AI development — projected to scale rapidly and commercially between 2025-2030. Industry analysts (synthesis)	Robotics	41%
0.68	It's Complicated: On the Design and Evaluation of AI-Powered AAC Interfaces	arxiv 2026-06-23	232_010 Voice becomes the new interface in the AI era, replacing typing. Peter Diamandis	AI	52%
0.68	Grading the Grader: Lessons from Evaluating an Agentic Data Analysis System	arxiv 2026-06-23	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	Decentralised AI Training and Inference with BlockTrain	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	Agentic AI for Bilevel Long-Term Optimization of Policy-Driven Physical Layer Systems	arxiv 2026-06-23	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	LemonHarness Technical Report	arxiv 2026-06-23	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	The impact of generative artificial intelligence on academic development of Chinese students in humanities and social sciences	arxiv 2026-06-23	CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt	Defense	17%
0.68	GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Measuring User's Mental Models of Speech Translation in Human-AI Collaboration	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	NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers?	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	RoBoSR: Structured Scene Representations for Embodied Robotic Reasoning	arxiv 2026-06-23	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 Evaluation Cost of Task Specialization in Evolutionary Multi-Robot Systems	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	anthropics/anthropic-sdk-python v0.112.0	github_release 2026-06-24	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.68	Will Elon Musk post 460-479 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 Amazon have the best AI model at the end of July 2026?(market prob: 0%)	polymarket 2026-06-03	248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin	AI	49%
0.68	SARA: Unlocking Multilingual Knowledge in Mixture-of-Experts via Semantically Anchored Routing Alignment	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	Steering Vision-Language Models with Joint Sparse Autoencoders	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	Probabilistic Agents in Deterministic Audits: Evaluating Multi-Agent Systems for Automated Audits Based on the German IT-Grundschutz	arxiv 2026-06-24	CYB_025 The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est... Ralph Losey	Other	77%
0.68	BrainAgent: A Large Language Model-Driven Multi-Agent Framework for Autonomous Brain Signal Understanding	arxiv 2026-06-24	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	Offline Multi-agent Continual Cooperation via Skill Partition and Reuse	arxiv 2026-06-24	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	TRUSTMEM: Learning Trustworthy Memory Consolidation for LLM Agents with Long-Term Memory	arxiv 2026-06-23	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	The Interplay of Harness Design and Post-Training in LLM Agents	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	Stagnant Neuron: Towards Understanding the Plasticity Loss in Multi-Agent Reinforcement Learning Value Factorization Methods	arxiv 2026-06-24	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.68	DynaMOMA: Instantaneous Prediction of Grasp Poses for Mobile Manipulation of Dynamic Objects	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 xAI have the best AI model at the end of July 2026?(market prob: 0%)	polymarket 2026-06-03	248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin	AI	49%
0.68	Will xAI have the best AI model at the end of July 2026?(market prob: 0%)	polymarket 2026-06-03	FUT_024 XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr... Superforecaster Community	AI	100%
0.68	AI takes down a major payment system by EOY 2027?(market prob: 17%)	manifold 2026-06-26	SPC_028 Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions failing to integrate agentic models — massive job displacement of over 1.1 million knowledge workers as AI automates their roles. Salim Ismail	Labor/Jobs	37%
0.68	From Celebrities to Anyone: Characterizing AI Nudification Content, Technology, and Community Dynamics on 4chan	arxiv 2026-06-25	236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang	Consumer	51%
0.68	Auditing Framing-Sensitive Behavioral Instability in Large Language Models for Mental Health Interactions	arxiv 2026-06-25	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	When Agents Meet Electric Bus Fleet Operations: Pricing Behavior, Trade-offs, and Policy Implications in an Aggregator Framework	arxiv 2026-06-24	INF_067 Uber will execute "utilization guarantee agreements" with major charging networks — EVgo in the US; Electra, Hubber, and Ionity in Europe — giving autonomous fleets prioritized access to power grids and converting charging networks into fleet-demand-ce... Dara Khosrowshahi	Auto/Transport	64%
0.68	SOLAR: AI-Powered Speed-of-Light Performance Analysis	arxiv 2026-06-24	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	Mesh-RL: Coupled subgrid reinforcement learning	arxiv 2026-06-24	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	From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models	arxiv 2026-06-24	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	Compositionality and the lexicon in evolutionary semantics	arxiv 2026-06-25	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%
0.68	OctoSense: Self-Supervised Learning for Multimodal Robot Perception	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	Will Elon Musk post 380-399 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	Will Elon Musk post 440-459 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	MirrorCode: AI can rebuild entire programs from behavior alone	arxiv 2026-06-29	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	Little Brains, Big Feats: Exploring Compact Language Models	arxiv 2026-06-29	234_048 Next major revolutions in foundation models will come from small language models Alex Wissner-Gross	AI	41%
0.68	DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation	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	From Trait to Behavior: A Cognitive-Affective Personality System (CAPS) Perspective on Multi-Homing Intention in AIGC Platforms	arxiv 2026-06-29	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	SCARCE: Scalable Cascade Analysis for Rare-event Characterisation via Embeddings	arxiv 2026-06-28	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	UCOB: Learning to Utilize and Evolve Agentic Skills via Credit-Aware On-Policy Bidirectional Self-Distillation	arxiv 2026-06-28	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	When Does Online Imitation Learning Help in LLM Post-Training? The Role of (Non-)Realizability Beyond Horizon	arxiv 2026-06-29	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	MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training	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	B3O: Scalable Boltzmann Batch Bayesian Optimization	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	LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive Dashboard	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	Behavior Prompting Policy: Demonstrations as Prompts for Manipulation	arxiv 2026-06-29	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	Analytic Concept-Centric Memory for Agentic Embodied Manipulation	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	When will we have an open-weights model on-par with Mythos/Fable	manifold 2026-07-01	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.68	Learning from Failure: Inference-Time Self-Improvement for Computer-Use Agents	arxiv 2026-06-30	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	Probing Memorization of Tabular In-Context Learning	arxiv 2026-06-30	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	Will Elon Musk post 360-379 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 OpenAI keep the Sora/Videos API available past September 24, 2026?(market prob: 8%)	manifold 2026-07-01	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.68	FDA ANDA202076: TRAMADOL HYDROCHLORIDE AND ACETAMINOPHEN (ACETAMINOPHEN) — ALKEM LABS LTD	fda 2026-06-18	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 280-299 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 40-59 tweets from July 3 to July 10, 2026?(market prob: 0%)	polymarket 2026-06-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 60-79 tweets from July 3 to July 10, 2026?(market prob: 1%)	polymarket 2026-06-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Distributed Attacks in Persistent-State AI Control	arxiv 2026-07-02	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.68	Distributed Attacks in Persistent-State AI Control	arxiv 2026-07-02	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	Human Capital, Not Model Benchmarks, Predicts Hybrid Intelligence in Forecasting	arxiv 2026-07-02	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	Reasoning effort, not tool access, buys first-try reliability in agentic code generation: an observational study	arxiv 2026-07-02	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	Overview of Risk Assessment and Management for Intelligent Systems under the AI Act and Beyond	arxiv 2026-07-02	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.68	ContextNest: Verifiable Context Governance for Autonomous AI Agent	arxiv 2026-07-02	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	Evolutionary Wave Function Collapse	arxiv 2026-07-02	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	Robust for the Wrong Reasons: The Representational Geometry of LLM Robustness to Science Skepticism	arxiv 2026-07-02	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	IntentTune: Using user demand and personalization to resolve "unknown" query intents for e-commerce search	arxiv 2026-07-01	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.68	One Demonstration Is Enough for Real-World Robotic Reinforcement Learning	arxiv 2026-07-02	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	One Demonstration Is Enough for Real-World Robotic Reinforcement Learning	arxiv 2026-07-02	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	Overthink-Triggered Slowdown Attacks on LVLM-Based Robotic Systems	arxiv 2026-07-01	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Will Elon Musk post 40-64 tweets from July 4 to July 6, 2026?(market prob: 22%)	polymarket 2026-07-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 340-359 tweets from July 3 to July 10, 2026?(market prob: 0%)	polymarket 2026-06-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 320-339 tweets from April 24 to May 1, 2026?(market prob: 0%)	polymarket 2026-04-21	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will NVIDIA be the largest company in the world by market cap on December 31?(market prob: 71%)	polymarket 2025-11-11	240_010 NVIDIA revenue will hit $350 billion this calendar year Dave Blundin	Markets/Stocks	36%
0.68	on the risks of ai in the workplace.htm	gdelt 2026-04-30	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	meta earnings layoffs ai efficiency infrastructure push 2026 4	gdelt 2026-04-30	IND_007 Massive 'Corporate Collapse' 2026 as legacy businesses fail to integrate GPT-5 level capabilities — specifically predicting a 1.1 million job loss event tied to this transition. AI intelligence growth by end-2026 comparable to evolutionary leap 'from a... Dave Blundin	Labor/Jobs	34%
0.68	Will Elon Musk post 1080-1119 tweets in April 2026?(market prob: 1%)	polymarket 2026-02-24	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will Elon Musk post 320-339 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will Elon Musk post <40 tweets from April 30 to May 2, 2026?(market prob: 6%)	polymarket 2026-04-27	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will Satoshi move any Bitcoin in 2026?(market prob: 7%)	polymarket 2026-01-09	237_010 In the next 2 years, everyone's AI agent will have a crypto wallet filled with USDC. Alex Finn	Crypto	33%
0.68	Will Microsoft have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.68	Will Bitcoin reach $90,000 in May?(market prob: 0%)	polymarket 2026-05-01	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 420-439 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will Ro Khanna win the 2028 Democratic presidential nomination?(market prob: 2%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Will Thomas Massie win the 2028 Republican presidential nomination?(market prob: 1%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Will Bitcoin reach $83,000 on May 5?(market prob: 4%)	polymarket 2026-05-05	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	Bitcoin $85K in May?(market prob: 66%)	manifold 2026-05-05	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	anthropics/anthropic-sdk-python v0.97.0	github_release 2026-04-23	246_047 Anthropic ARR reached $30B, surpassing OpenAI's $24-25B. Peter Diamandis	AI	76%
0.68	anthropics/anthropic-sdk-python v0.78.0	github_release 2026-02-05	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.68	OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories	arxiv 2026-05-05	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	A Benchmark for Interactive World Models with a Unified Action Generation Framework	arxiv 2026-05-05	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.68	Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies	arxiv 2026-05-05	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	cotomi Act: Learning to Automate Work by Watching You	arxiv 2026-05-04	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.68	cotomi Act: Learning to Automate Work by Watching You	arxiv 2026-05-04	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Stop Automating Peer Review Without Rigorous Evaluation	arxiv 2026-05-04	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	Terminus-4B: Can a Smaller Model Replace Frontier LLMs at Agentic Execution Tasks?	arxiv 2026-05-04	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.68	Terminus-4B: Can a Smaller Model Replace Frontier LLMs at Agentic Execution Tasks?	arxiv 2026-05-04	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	ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration	arxiv 2026-05-04	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	HAAS: A Policy-Aware Framework for Adaptive Task Allocation Between Humans and Artificial Intelligence Systems	arxiv 2026-05-04	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	Two Calls, Two Moments, and the Vote-Accuracy Curve of Repeated LLM Inference	arxiv 2026-05-05	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.68	Will Bitcoin reach $85,000 on May 7?(market prob: 0%)	polymarket 2026-05-07	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 SpaceX exercise its $60B acquisition option for Cursor before December 31, 2026?(market prob: 76%)	manifold 2026-05-05	ROB_023 SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. Gwynne Shotwell	Space	58%
0.68	Verifier-Backed Hard Problem Generation for Mathematical Reasoning	arxiv 2026-05-07	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Recursive Agent Optimization	arxiv 2026-05-07	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	SCRuB: Social Concept Reasoning under Rubric-Based Evaluation	arxiv 2026-05-07	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	E = T*H/(O+B): A Dimensionless Control Parameter for Mixture-of-Experts Ecology	arxiv 2026-05-07	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	Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis	arxiv 2026-05-07	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	Correct Code, Vulnerable Dependencies: A Large Scale Measurement Study of LLM-Specified Library Versions	arxiv 2026-05-07	INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy	AI	64%
0.68	Memory Inception: Latent-Space KV Cache Manipulation for Steering LLMs	arxiv 2026-05-07	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	When to Trust Imagination: Adaptive Action Execution for World Action Models	arxiv 2026-05-07	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	BioMedArena: An Open-source Toolkit for Building and Evaluating Biomedical Deep Research Agents	arxiv 2026-05-07	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.68	Agentic, Context-Aware Risk Intelligence in the Internet of Value	arxiv 2026-05-07	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	Agentic, Context-Aware Risk Intelligence in the Internet of Value	arxiv 2026-05-07	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	MiA-Signature: Approximating Global Activation for Long-Context Understanding	arxiv 2026-05-07	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	Will Waymo's US commercial fleet exceed 25,000 vehicles by Dec 31, 2030?(market prob: 72%)	manifold 2026-05-08	S_ROBOTAXI_NATIONWIDE_2028 Robotaxi nationwide expansion by Nov 2028	robotaxi_deployment	45%
0.68	Will Bitcoin reach $120,000 in May?(market prob: 0%)	polymarket 2026-05-01	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 at least 25% of US retail investors report using an AI agent for an investment-related task by the end of 2027?(market prob: 74%)	manifold 2026-05-11	242_028 AI could automate 25% of US work hours Goldman Sachs	Labor/Jobs	39%
0.68	Will Polymarket IPO on December 30, 2026?(market prob: 8%)	manifold 2026-05-12	246_006 OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026). Peter Diamandis	Markets/Stocks	37%
0.68	What will be the best score (almost resolved) on ProgramBench at the end of 2026?	manifold 2026-05-06	S_AGI_MID_2029 AGI mid: Kurzweil 2029 path	agi_general_capability	35%
0.68	Instruction Lens Score: Your Instruction Contributes a Powerful Object Hallucination Detector for Multimodal Large Language Models	arxiv 2026-05-12	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	The Illusion of Power Capping in LLM Decode: A Phase-Aware Energy Characterisation Across Attention Architectures	arxiv 2026-05-12	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	Will Elon Musk post 80-99 tweets from May 12 to May 19, 2026?(market prob: 0%)	polymarket 2026-05-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	QLAM: A Quantum Long-Attention Memory Approach to Long-Sequence Token Modeling	arxiv 2026-05-13	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	MinT: Managed Infrastructure for Training and Serving Millions of LLMs	arxiv 2026-05-13	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	Beyond Perplexity: A Geometric and Spectral Study of Low-Rank Pre-Training	arxiv 2026-05-13	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	LIFT: Last-Mile Fine-Tuning for Table Explicitation	arxiv 2026-05-13	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	Understanding and Accelerating the Training of Masked Diffusion Language Models	arxiv 2026-05-13	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	DP-Muon: Differentially Private Optimization via Matrix-Orthogonalized Momentum	arxiv 2026-05-13	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	Slower Generalization, Faster Memorization: A Sweet Spot in Algorithmic Learning	arxiv 2026-05-14	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.68	Lang2MLIP: End-to-End Language-to-Machine Learning Interatomic Potential Development with Autonomous Agentic Workflows	arxiv 2026-05-14	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	LiSA: Lifelong Safety Adaptation via Conservative Policy Induction	arxiv 2026-05-14	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.68	ASH: Agents that Self-Hone via Embodied Learning	arxiv 2026-05-14	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	Will Bitcoin dip to $76,000 on May 18?(market prob: 10%)	polymarket 2026-05-18	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	Will a new Gemini flagship be released by May 22, 2026?(market prob: 10%)	polymarket 2026-04-30	AUT_016 NVIDIA Rubin platform in full production by 2026 — slashes computational cost of generating AI tokens to 1/10 of previous architectures. Autonomous reasoning model 'Alpamayo' shifts self-driving technology from fragile rule-based coding to verifiable l... Jensen Huang	AI	75%
0.68	Will a humanoid robot walk on the mars before a human does?(market prob: 36%)	manifold 2026-05-18	234_049 First lunar and Mars cities will be built from scratch via humanoid robot construction Alex Wissner-Gross	Space	36%
0.68	Will Mark Kelly win the 2028 Democratic presidential nomination?(market prob: 2%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Are Sparse Autoencoder Benchmarks Reliable?	arxiv 2026-05-18	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	RL4RLA: Teaching ML to Discover Randomized Linear Algebra Algorithms Through Curriculum Design and Graph-Based Search	arxiv 2026-05-18	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%
0.68	AMO: Adaptive Muon Orthogonalization	arxiv 2026-05-18	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%
0.68	StatQAT: Statistical Quantizer Optimization for Deep Networks	arxiv 2026-05-18	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	Will Bitcoin reach $77,500 in May?(market prob: 0%)	polymarket 2026-05-26	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 Elon Musk post 380-399 tweets from May 29 to June 5, 2026?(market prob: 0%)	polymarket 2026-05-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will 2+ bots beat master league in 2026?(market prob: 32%)	manifold 2026-05-27	235_005 AI capability will grow 100x this year in raw parameter count as lower bound. Dave Blundin	AI	49%
0.68	Modularizing Educational LLM-Agency for Fostering Responsible Learning Assistance	arxiv 2026-05-28	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	It`s All About Speed: AI`s Impact on Workflow in Music Production	arxiv 2026-05-28	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	Does The Way You Plan Matter? An Empirical Study of Planning Representations for LLM Web Agents	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	MEMENTO: Leveraging Web as a Learning Signal for Low-Data Domains	arxiv 2026-05-28	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	PTCG-Bench: Can LLM Agents Master Pokémon Trading Card Game?	arxiv 2026-05-28	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	KBF: Knowledge Boundary as Fingerprint for Language Model and Black-Box API Auditing	arxiv 2026-05-28	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	COMPOSE: Composing Future Theorems from Citations and Formal Structure	arxiv 2026-05-28	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	Recovering Diversity Without Losing Alignment: A DPO Recipe for Post-Trained LLMs	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Comparative Evaluation of Machine Translation Systems on Images with Text	arxiv 2026-05-28	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Offloading Score: Measuring AI Reliance Through Counterfactual Workflows	arxiv 2026-05-28	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	Prompt-Level Reward Specifications for Open-Ended Post-Training	arxiv 2026-05-28	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.68	Will Microstrategy announce a Bitcoin purchase May 26-June 1?(market prob: 1%)	polymarket 2026-05-25	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	29%
0.68	Will Bitcoin reach $74,000 on June 1?(market prob: 2%)	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 Bitcoin dip to $67,000 on June 1?(market prob: 0%)	polymarket 2026-06-01	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	2nd largest company end of July 2026?	manifold 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 60-79 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will xAI have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin	AI	49%
0.68	Will Google have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	242_056 AI models will become manager of entire economy, not just picking off mom/pop businesses Alex Wissner-Gross	Macro/Economy	16%
0.68	Will Google have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.68	Will Microsoft have the best AI model at the end of June 2026?(market prob: 0%)	polymarket 2025-10-10	CYB_028 The 2024-2026 AI arms race directly parallels the hyper-speculative early-1990s dot-com bubble and subsequent search-engine wars — while underlying technology is transformative, the vast majority of highly-valued competitors and heavily-funded startups... Mark Cuban	Markets/Stocks	48%
0.68	Will MNX let people trade Anthropic futures before Anthropic goes public?(market prob: 61%)	manifold 2026-06-02	CMQ_007 Anthropic corporate revenue will reach trillions of dollars before 2030. Dario Amodei	AI	41%
0.68	Bitcoin $80K in June?(market prob: 3%)	manifold 2026-06-02	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	SimSD: Simple Speculative Decoding in Diffusion Language Models	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Monitoring Agentic Systems Before They're Reliable	arxiv 2026-06-01	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	Beyond One-shot: AI Agents for Learning in Field Experiments	arxiv 2026-06-01	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.68	Do Multimodal Agents Really Benefit from Tool Use? A Systematic Study of Capability Gains	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams	arxiv 2026-06-01	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.68	Post-Deterministic Distributed Systems: A New Foundation for Trustworthy Autonomous Infrastructure	arxiv 2026-06-01	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	An Enigma of Artificial Reason: Investigating the Production-Evaluation Gap in Large Reasoning Models	arxiv 2026-05-31	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	Riemannian Gradient Descent for Low-Rank Architectures	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Accelerating Min-Max Optimization via Power-Law Stepsizes	arxiv 2026-06-01	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	SkillHarm: Lifecycle-Aware Skill-Based Attacks via Automated Construction	arxiv 2026-06-01	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	Unified Context Evolution for LLM Agents	arxiv 2026-06-01	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.68	Will Elon Musk post <40 tweets from June 4 to June 6, 2026?(market prob: 0%)	polymarket 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Bitcoin reach $65,000 on June 5?(market prob: 2%)	polymarket 2026-06-05	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	Largest IPO by market cap in 2026?	manifold 2026-06-05	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will May 2026 US average hourly earnings rise at least 0.3% month-over-month?(market prob: 57%)	manifold 2026-06-02	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	MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery	arxiv 2026-06-04	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.68	Towards World Models in Biomedical Research	arxiv 2026-06-04	CMQ_006 Expert-level AI applied to biology/medicine will yield cures for cancer and Alzheimer's within 5-10 years, compressing a century of progress into a decade. Dario Amodei	Biotech/Longevity	36%
0.68	Towards World Models in Biomedical Research	arxiv 2026-06-04	IND_009 Artificial Superintelligence arrives by roughly 2030 — shortly thereafter all human illnesses will be cured 'much sooner than we think'; mechanism: AI not just predicting protein structures but generating novel biological designs revolutionizing drug d... Demis Hassabis	Biotech/Longevity	19%
0.68	LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean Autoformalization	arxiv 2026-06-03	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 Tell-Tale Norm: $\ell_2$ Magnitude as a Signal for Reasoning Dynamics in Large Language Models	arxiv 2026-06-04	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Multi-task Learning is Not Enough: Representational Entanglement in Dual-output Second Language Speech Recognition	arxiv 2026-06-04	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Arithmetic Pedagogy for Language Models	arxiv 2026-06-03	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.68	Ensuring Interaction Safety in Multitask Exoskeleton Control: A Simulation-Trained Variable Impedance Framework	arxiv 2026-06-04	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	TAGA: Terrain-aware Active Gaze Learning for Generalizable Agile Humanoid Locomotion	arxiv 2026-06-04	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	WAM-Nav: Asymmetric Latent World-Action Modeling for Unified Visual Navigation	arxiv 2026-06-03	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.68	Will SpaceX retail allocation be fully subscribed at 30%+ of initial offering?(market prob: 49%)	manifold 2026-06-05	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Largest company end of 2028?	manifold 2026-06-07	234_014 We will see $100 trillion companies in the next 5-year period Peter Diamandis	Markets/Stocks	59%
0.68	An Abstract Architecture for Explainable Autonomy in Hazardous Environments	arxiv 2026-06-05	243_011 Autonomous driver will be much safer than a human being Dara Khosrowshahi	Auto/Transport	44%
0.68	An Abstract Architecture for Explainable Autonomy in Hazardous Environments	arxiv 2026-06-05	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	From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability	arxiv 2026-06-05	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.68	The Sim-to-Real Gap of Foundation Model Agents: A Unified MDP Perspective	arxiv 2026-06-05	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	Data-Constrained Language Model Pretraining: Improved Regularization and Scaling Laws	arxiv 2026-06-05	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Will Elon Musk post 60-79 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 DeepSWE be ≥90% solved at <$5/task before 2027?(market prob: 39%)	manifold 2026-06-09	246_030 DeepSeek V4 will NOT shock markets like prior DeepSeek releases. Alex Wissner-Gross	Markets/Stocks	34%
0.68	Safe-RULE: Safe Reinforcement UnLEarning	arxiv 2026-06-08	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	Memory Beyond Recall: A Dual-Process Cognitive Memory System for Self-Evolving LLM Agents	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	APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing	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	Adaptive directional gradients for parameterised quantum circuits	arxiv 2026-06-08	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	Structural Grid Descriptors Predict Within-Task Solver Success on ARC-AGI	arxiv 2026-06-08	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	From inverse problems to neural operators: prediction, mechanism, and generalization of data-driven models	arxiv 2026-06-08	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	Diffuse AI Control on Fuzzy Tasks	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	Convolutional Sparse Coding via the Locally Competitive Algorithm on Loihi 2	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%
0.68	H2HMem: A Multimodal Memory Benchmark for Agents in Human-Human Interactions	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	From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory	arxiv 2026-06-07	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 Linear Activation Steering: Invertible Latent Transformations for Controlling LLM Behavior	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%
0.68	Will Bitcoin dip to $57,000 on June 10?(market prob: 1%)	polymarket 2026-06-10	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.68	What share of US adults will use generative AI at least weekly by the end of 2030?	manifold 2026-06-10	AI_004 AI will be 'smarter than the smartest human' by 2026, driven by fully automated recursive self-improvement loops compounding cognitive gains without human intervention. Elon Musk	AI	13%
0.68	Piper: A Programmable Distributed Training System	arxiv 2026-06-09	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.68	When the Chain of Thought Knows Better: Failure Modes in Multi-Turn Reasoning Models	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%
0.68	Detecting Knowledge Gaps from Conversational AI Interactions Using Curriculum Prerequisite Graphs	arxiv 2026-06-09	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	Harnessing the Collective Intelligence of AI Agents in the Wild for New Discoveries	arxiv 2026-06-09	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.68	Hierarchical Policies from Verbal and Egocentric Human Signals for Natural Human-Robot Interaction	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	RealMath-Eval: Why SOTA Judges Struggle with Real Human Reasoning	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	Regimes: An Auditable, Held-Out-Gated Improvement Loop Demonstrated on LongMemEval with ActiveGraph	arxiv 2026-06-08	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	Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation	arxiv 2026-06-09	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	Hand-centric Human-to-Robot Trajectory Transfer from Video Demonstrations via Open-World Contact Localization	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	ATLAS: Active Theory Learning for Automated Science	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	A Five-Plane Reference Architecture for Runtime Governance of Production AI Agents	arxiv 2026-06-10	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	A Five-Plane Reference Architecture for Runtime Governance of Production AI Agents	arxiv 2026-06-10	ROB_026 Autonomous AI agents will execute multi-stage cyberattacks at machine speeds far surpassing the defensive capabilities of human security teams — bad actors will utilize the same multi-agent paradigms that enable legitimate corporate organizations, targ... Alex Finn	Defense	77%
0.68	MODF-SIR: A Multi-agent Omni-modal Distilled Framework for Social Intelligence Reasoning	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	Organize then Retrieve: Hierarchical Memory Navigation for Efficient Agents	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	Organize then Retrieve: Hierarchical Memory Navigation for Efficient Agents	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	LSTM-Based Detection of Structural Breaks in Property Insurance Loss Reserving: A Climate-Informed Approach	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	56%
0.68	Verifiable Environments Are LEGO Bricks: Recursive Composition for Reasoning Generalization	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	Agent Skill Evaluation and Evolution: Frameworks and Benchmarks	arxiv 2026-06-09	IND_002 Educational systems must pivot from teaching skill acquisition and execution to teaching orchestration of agentic swarms and discovery of purpose — value accrues to individuals who master AI orchestration over traditional knowledge work; rendering trad... Alex Finn	Education	50%
0.68	AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility	arxiv 2026-06-11	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	EpiBench: Verifiable Evaluation of AI Agents on Epigenomics Analysis	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	Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior	arxiv 2026-06-11	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%
0.68	Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior	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%
0.68	Beyond Problem Solving: UOJ-Bench for Evaluating Code Generation, Hacking, and Repair in Competitive Programming	arxiv 2026-06-11	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.68	Evoflux: Inference-Time Evolution of Executable Tool Workflows for Compact Agents	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	Token Complexity Theory for AI-Augmented Computing	arxiv 2026-06-10	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	VideoMDM: Towards 3D Human Motion Generation From 2D Supervision	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	MCR-Bionic Hand: Anatomical Structural Priors for Dexterous Manipulation	arxiv 2026-06-11	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 500+ tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will OpenAI delay OR withdraw a model release due to demands by the US US government by EOY 2026?(market prob: 20%)	manifold 2026-06-13	248_016 ASI is imminent; access to top AI models will be closed down in a couple of years. Dave Blundin	AI	49%
0.68	When will Anthropic's API customers get access to Fable 5 again?	manifold 2026-06-13	235_002 Anthropic will exceed OpenAI in revenue this year (2026). Dave Blundin	AI	75%
0.68	FDA ANDA204949: AZACITIDINE (AZACITIDINE) — PHARMOBEDIENT	fda 2026-06-09	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 Anthropic release a system card of a model at a new frontier of intellegence by August 31st?(market prob: 36%)	manifold 2026-06-14	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.68	Will the next OpenAI model be closer to Fable-class than to Opus-class?(market prob: 36%)	manifold 2026-06-13	234_017 OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks OpenAI Codex Lead	AI	33%
0.68	How many crewed orbital space launches will there be in 2027?	manifold 2026-06-16	COD_SPC_006 Vast Haven-1 reaches orbit by end 2026 Codex Research Pack	Space	38%
0.68	Bayesian Inference and Decision Audits for Public Archives of Frontier AI Evaluations	arxiv 2026-06-15	AUT_014 Most profound impacts of autonomous AI originate NOT from closed proprietary models within multi-billion-dollar corporate data centers, but from globally distributed open-source models — open-weight parity with frontier systems enables any individual o... Emad Mostaque	AI	53%
0.68	The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers	arxiv 2026-06-15	AI_010 The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'. Andrej Karpathy	AI	90%
0.68	LabOSBench: Benchmarking Computer Use Agents for Scientific Instrument Control	arxiv 2026-06-15	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	Medical world models: representing medical states, modelling clinical dynamics and guiding intervention policies	arxiv 2026-06-15	CMQ_009 Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity. Demis Hassabis	AI	60%
0.68	Infant Spontaneous Movement Noise Improves Exploration in Deep RL	arxiv 2026-06-15	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.68	Posterior Twins: Distributional Behavioral Simulation for Enterprise Decisions	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%
0.68	AI Pluralism and the Worlds It Misses	arxiv 2026-06-15	AI_035 In a world where superintelligent AI can perform all economically valuable, scientific, and creative tasks, humanity faces profound existential questions regarding its 'meaning of life' — potentially leaving humans without a primary teleological purpos... Nick Bostrom	Other	37%
0.68	Mojo: A Promising Tool for Scalable Financial AI Efficiency	arxiv 2026-06-14	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	Runtime Analysis of Cartesian Genetic Programming in Evolving Boolean Functions	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	Exploding and vanishing gradients in deep neural networks: the effect of residual connections	arxiv 2026-06-15	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.68	HiMPO: Hindsight-Informed Memory Policy Optimization for Less-Entangled Credit in Long-Horizon Agents	arxiv 2026-06-15	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	Prediction of Runtime Parameters of Parallel Chemistry Applications via Active and Generative Learning	arxiv 2026-06-15	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	PromptShift-CRC: Drift-Aware Conformal Risk Control for Foundation Models Under Prompt and Domain Shift	arxiv 2026-06-14	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.68	Contrastive-Difference CKA Reveals Concept-Specific Structural Alignment Across Language Model Architectures	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	LOPAL: Local Performance-Aware Active Learning from Imperfect Demonstrations	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%
0.68	Learning New Tasks via Reusable Skills: Skill-Compositional Experts for Embodied Continual Learning	arxiv 2026-06-14	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	Knowledge Reutilization in Meta-Reinforcement Learning	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	A Neuro-Symbolic Approach to Strategy Synthesis for Strategic Logics	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	PreAct: Computer-Using Agents that Get Faster on Repeated Tasks	arxiv 2026-06-16	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	MagicSim: A Unified Infrastructure for Executable Embodied Interaction	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	GameCraft-Bench: Can Agents Build Playable Games End-to-End in a Real Game Engine?	arxiv 2026-06-16	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	LAGO Policy: Latency-Aware Asynchronous Diffusion Policies with Goal-Directed Collision-Free Planning for Smooth Manipulation	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%
0.68	Accountability in Autonomous Drone-Based Firefighting: Insights From a Field Trial	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	Towards an Agent-First Web: Redesigning the Web for AI 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%
0.68	FoMoE: Breaking the Full-Replica Barrier with a Federation of MoEs	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	Veriphi: Attack-Guided Neural Network Verification with Dataset-Dependent Training Methods	arxiv 2026-06-16	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	SafeClawBench: Separating Semantic, Audit-Evidence, and Sandbox Harm in Tool-Using LLM Agents	arxiv 2026-06-16	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	Structure Over Nonlinearity: Explicit Interaction Architectures for Dynamical Learning	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	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	Dango: A Strictly L1-Only Large Language Model for Studying Second Language Acquisition	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	DREAM-Chunk: Reactive Action Chunking with Latent World Model	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	Recover, Discover, Plan: Learning Skills and Concepts from Robot Failures	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	Will Elon Musk post 400-419 tweets from June 19 to June 26, 2026?(market prob: 0%)	polymarket 2026-06-16	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 65-89 tweets from June 18 to June 20, 2026?(market prob: 34%)	polymarket 2026-06-15	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	By when will Starship deploy a payload bigger than a Starlink?	manifold 2026-06-19	SPC_012 SpaceX will perfect orbital refueling architectures by 2027 — the critical prerequisite for future Mars missions, enabling Starship depot-based beyond-LEO operations. Peter Diamandis	Space	41%
0.68	Will SpaceX launch Starship Flight 13 before August 1, 2026?(market prob: 25%)	manifold 2026-06-18	ROB_023 SpaceX expects approximately 140-145 Falcon 9 launches in 2026 — maintaining the infrastructural backbone required to deploy advanced AI systems into orbit; SpaceX aims to place AI directly on the Moon by 2026. Gwynne Shotwell	Space	58%
0.68	Optimal Order of Multi-Agent and General Many-Body Systems	arxiv 2026-06-18	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	Analyzing Defensive Misdirection Against Model-Guided Automated Attacks on Agentic AI Systems	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	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	Agentic Electronic Design Automation: A Handoff Perspective	arxiv 2026-06-18	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	Quantum ring all-reduce: communication and privacy advantages for distributed learning	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%
0.68	MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery	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	Generative Engine Optimization at Scale: Measuring Brand Visibility Across AI Search Engines	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%
0.68	AtomMem: Building Simple and Effective Memory System for LLM Agents via Atomic Facts	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 260-279 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.68	Bitcoin above ... on June 20?	manifold 2026-06-20	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	29%
0.68	Will Elon Musk post 40-64 tweets from June 20 to June 22, 2026?(market prob: 66%)	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 $58,000 on June 23?(market prob: 100%)	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 40 ships transit the Strait of Hormuz on any day by June 30, 2026?(market prob: 92%)	polymarket 2026-06-01	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.68	Will the price of Bitcoin be above $60,000 on June 24?(market prob: 96%)	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 the price of Bitcoin be above $58,000 on June 24?(market prob: 99%)	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	AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure Interaction	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	A Stackelberg Framework for Resource-Aware LLM Agents: Learning, Repair, and Conditional Guarantees	arxiv 2026-06-22	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	Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Finding the Evidence: Discovering Decision-Supporting Tokens for On-Policy Reasoning Distillation	arxiv 2026-06-22	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	Imagine to Ensure Safety in Hierarchical Reinforcement Learning	arxiv 2026-06-21	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	Deep material network for homogenization of piezoelectric composites	arxiv 2026-06-21	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%
0.68	Detecting and Understanding Vulnerabilities in Fully Homomorphic Encryption Frameworks	arxiv 2026-06-21	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	Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.68	Curiosity as Linguistic Intervention: Using LLM Tutoring Dialogues to Influence Exploratory Learning Behavior	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%