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Sim	Doc	Source	Pred	Domain	Prior
0.63	Agile Fall Recovery for Quadrotors with Bidirectional Thrust via Reinforcement Learning	arxiv 2026-06-15	242_059 Self-flying eVTOLs will be the norm given AI safety advantages Dave Blundin	Auto/Transport	45%
0.63	V2P-Manip: Learning Dexterous Manipulation from Monocular Human Videos	arxiv 2026-06-15	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.63	Will the price of Ethereum be above $1,500 on June 18?(market prob: 100%)	polymarket 2026-06-11	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.63	EvolveNav: Proactive Preflection and Self-Evolving Memory for Zero-Shot Object Goal Navigation	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%
0.63	DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction	arxiv 2026-06-16	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%
0.63	Descriptor: Certus Caliber Classification Gunshot Dataset (C3GD)	arxiv 2026-06-16	235_015 GPT5-caliber model could shrink to 30-40B parameters, potentially as low as 1-2B or millions. Alex Wissner-Gross	AI	35%
0.63	When LLMs Analyze Scars: From Images to Clinically-Meaningful Features	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%
0.63	Catastrophic Forgetting is Low-Rank: A Function-Space Theory for Continual Adaptation	arxiv 2026-06-16	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%
0.63	Robustness of Similarity-based Positional Encoding Under Rotations: Theoretical Analysis and Experimental Validation	arxiv 2026-06-16	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.63	Structural Preservation and the Logical Expressiveness of Graph Neural Networks	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%
0.63	Talking to Your Data: Exploring Embodied Conversation as an Interface for Personal Health Reflection	arxiv 2026-06-16	231_021 Privacy is cooked; every major company will have AI-recording wearables and micro drones gathering data. Peter Diamandis	Consumer	59%
0.63	See First, Answer Later: Visual Evidence Pre-Alignment via Sufficiency-Driven RL	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%
0.63	FacProcessTwin: An LLM-Based System for Process Twin Development	arxiv 2026-06-16	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.63	Brick-DICL: Dynamic In-Context Learning for Automated Brick Schema Classification	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%
0.63	Offline Preference-Based Trajectory Evaluation	arxiv 2026-06-16	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.63	Visuals Lie, Consistency Speaks: Disentangling Spatial Attention from Reliability in Vision-Language Models	arxiv 2026-06-16	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.63	TerraTransfer: Learning End-to-End Driving Policies Without Expert Demonstrations	arxiv 2026-06-16	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%
0.63	MLLP-VRAIN UPV system for the IWSLT 2026 Simultaneous Speech Translation task	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%
0.63	Rift: A Conflict Signature for Deception in Language Models	arxiv 2026-06-15	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%
0.63	When Rules Learn: A Self-Evolving Agent for Legal Case Retrieval	arxiv 2026-06-15	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%
0.63	Recursive Scaling in Masked Diffusion Models	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%
0.63	Monotonic Kolmogorov-Arnold Networks: A Theoretical and Empirical Study of Monotonicity as an Inductive Bias	arxiv 2026-06-16	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.63	The Benchmark Illusion: Pruned LLMs Can Pass Multiple Choice but Fail to Answer	arxiv 2026-06-16	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.63	Evaluating Large Language Models Abilities for Addressee, Turn-change, and Next Speaker Prediction in Meetings	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%
0.63	ERQA-Plus: A Diagnostic Benchmark for Reasoning in Embodied AI	arxiv 2026-06-16	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%
0.63	Agent Utilities over Generalized Voronoi Regions and their Gradients	arxiv 2026-06-16	238_038 Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized Alex Wissner-Gross	AI	35%
0.63	Intermittent Strategic Cooperation of Two Selfish Agents on Graphs	arxiv 2026-06-15	FUT_021 Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ... Superforecaster Community	AI	46%
0.63	Will Bitcoin dip to $62,000 on June 18?(market prob: 15%)	polymarket 2026-06-18	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $74,000 on June 20?(market prob: 0%)	polymarket 2026-06-13	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will Netherlands win on 2026-06-20?(market prob: 57%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	Will Bitcoin dip to $62,000 June 15-21?(market prob: 4%)	polymarket 2026-06-15	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $64,000 on June 19?(market prob: 18%)	polymarket 2026-06-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will GPT 5.6 (or similar OAI model) be taken down or export controlled due to government pressure or legal action by...?	manifold 2026-06-18	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.63	Mechanism-Guided Selective Unlearning for RLVR-Induced Reasoning	arxiv 2026-06-17	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%
0.63	ProductConsistency: Improving Product Identity Preservation in Instruction-Based Image Editing via SFT and RL	arxiv 2026-06-17	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%
0.63	URDF Synthesis from RGB-D Sequences via Differentiable Joint Inference and Energy-Consistent Verification	arxiv 2026-06-17	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	What Does the Weight Norm Control in Grokking? Logit-Scale Mediation under Cross-Entropy	arxiv 2026-06-16	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%
0.63	Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States	arxiv 2026-06-17	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%
0.63	The Reward Was in Your Data All Along: Correcting Flow Matching with Discriminator-Guided RL	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Strategic Feature Selection	arxiv 2026-06-17	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%
0.63	Attention as Frustrated Synchronization	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%
0.63	Task-Restricted Symmetries in Recurrent Weight Space	arxiv 2026-06-16	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%
0.63	Measurement noise limits the advantage of nonlinear models over linear models in biomedical prediction	arxiv 2026-06-16	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%
0.63	SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System	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%
0.63	ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets	arxiv 2026-06-16	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%
0.63	The Wrong Kind of Right: Quantifying and Localizing Misfired Alignment in LLMs	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%
0.63	Invertible Neural Network Adapter for One-Step Flow Matching in Robot Manipulation	arxiv 2026-06-17	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.63	Mem-World: Memory-Augmented Action-Conditioned World Models for Persistent Robot Manipulation	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Task Allocation and Motion Planning in Dynamic, Cluttered Environments via CBBA and Graphs of Convex Sets	arxiv 2026-06-16	SPC_015 AI will continuously analyze orbital trajectories of active satellites and space debris to predict collisions with superhuman accuracy — upon identifying collision risks, AI systems will autonomously command satellite Hall-effect thrusters to adjust or... Andrej Karpathy	Space	72%
0.63	ERQA-Plus: A Diagnostic Benchmark for Reasoning in Embodied AI	arxiv 2026-06-16	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%
0.63	Bitcoin Up or Down on June 20?(market prob: 37%)	polymarket 2026-06-18	TK12 Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)	—	8%
0.63	Will the price of Bitcoin be above $64,000 on June 20?(market prob: 5%)	polymarket 2026-06-13	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $62,000 on June 20?(market prob: 97%)	polymarket 2026-06-13	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $62,000 on June 20?(market prob: 97%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $68,000 on June 20?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Crude Oil (CL) hit (HIGH) $95 by end of June?(market prob: 2%)	polymarket 2026-06-10	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	How Do Instructions Shape Speech? Cross-Attention Attribution for Style-Captioned Text-to-Speech	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%
0.63	A Multi-Agent system for Multi-Objective constrained optimization	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%
0.63	Emergent Alignment	arxiv 2026-06-17	CYB_027 Bostrom's orthogonality thesis — an AI system can possess supreme unfathomable intelligence while simultaneously harboring final goals completely indifferent or actively hostile to human survival; intelligence and human morality are completely independ... Nick Bostrom	AI	50%
0.63	REVEAL++: Differentiable Phenotypic Grouping for Vision-Language Retinal Modeling of Alzheimer's Disease Risk	arxiv 2026-06-17	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.63	UNIEGO: Proxies as Mediators for Unified Egocentric Video Representation Learning	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%
0.63	Exploring the potential of AlphaEarth and TESSERA embeddings for Fine-scale Local Climate Zone Mapping: A case study across five cities in Switzerland	arxiv 2026-06-18	INF_006 Over time, very large fractions of the earth's land surface will be given over to data centers as AI compute demand scales — hyperscaler DC footprint transitions from discrete campuses to regional-scale compute territories. Sam Altman	AI	40%
0.63	Kolmogorov-Arnold Reservoir Computing	arxiv 2026-06-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Investigating Human-Model Discrepancies in Speech Quality Assessment via Acoustic and Prosodic Perturbations	arxiv 2026-06-18	232_011 Jury is still out on whether speech will be the modality of the future for high-bandwidth operation. Alex Wissner-Gross	AI	38%
0.63	Score Approximation for Diffusion Models on Arbitrary Low-Dimensional Structures	arxiv 2026-06-18	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%
0.63	An Information Theoretic Framework for Graph Novelty Generation via Latent Mixture Modeling	arxiv 2026-06-18	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.63	Closing the Calibration Gap in Semantic Caching	arxiv 2026-06-18	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%
0.63	Tracking Representation Dynamics in Large Language Models with Persistent Homology	arxiv 2026-06-17	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%
0.63	NAMESAKES: Probing Identity Memorization in Text-to-Image Models	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Source-Grounded Data Generation for Text-to-JSON Learning	arxiv 2026-06-18	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%
0.63	Co-VLA: Coordination-Aware Structured Action Modeling for Dual-Arm Vision-Language-Action Systems	arxiv 2026-06-18	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.63	Mem-World: Memory-Augmented Action-Conditioned World Models for Persistent Robot Manipulation	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	FDA ANDA077446: IRBESARTAN AND HYDROCHLOROTHIAZIDE (HYDROCHLOROTHIAZIDE) — SANDOZ	fda 2026-06-08	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	Will Ecuador advance to the knockout stages at the 2026 FIFA World Cup?(market prob: 100%)	polymarket 2026-04-24	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%
0.63	Will Vladimir Putin be the next leader out before 2027?(market prob: 0%)	polymarket 2026-04-27	S_AI_PAUSE_2027 AI pause beginning 2027	ai_regulatory_pause	10%
0.63	Will France reach the Round of 16 at the 2026 FIFA World Cup?(market prob: 94%)	polymarket 2026-06-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.63	Will Xi Jinping be the next leader out before 2027?(market prob: 0%)	polymarket 2026-04-27	S_AI_PAUSE_2027 AI pause beginning 2027	ai_regulatory_pause	10%
0.63	Will Gold (GC) hit (HIGH) $9,000 by end of June?(market prob: 0%)	polymarket 2026-01-29	SEM_023 No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027. Joseph Moore	Semis/Markets	63%
0.63	Will Bitcoin dip to $57,000 on June 23?(market prob: 0%)	polymarket 2026-06-23	TK12 Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)	—	8%
0.63	Will Venezuelan crude oil production reach 1.7m barrels per day in 2026?(market prob: 7%)	polymarket 2026-01-07	SEM_017 TSMC will produce over 10M wafers/month total in 2026, including ~100K/mo at 2nm and ~200K/mo at 3nm. TSMC (All-In Podcast analysis)	Semis	59%
0.63	Federal Reserve (Fed) FOMC decision in July 2026? [2k added subsidy]	manifold 2026-06-23	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	DiT-Reward: Generative Representations for Text-to-Image Reward Modeling	arxiv 2026-06-22	232_007 TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. Dave Blundin	Media/Ads	45%
0.63	Energy-Based Transformers as Predictors of Reading Difficulty	arxiv 2026-06-22	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.63	Where Is My Physics Wrong? Localized and Identifiable Discovery of Model Discrepancy	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%
0.63	AI-Empowered UAV-Assisted Backscatter Localization and ISAC for Zero-Energy IoT: A Comprehensive Survey	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%
0.63	EvoRubrics: Dynamic Rubrics as Rewards via Adversarial Co-Evolution for LLM Reinforcement Learning	arxiv 2026-06-22	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%
0.63	Joint Air Traffic Flow and Capacity Management via Answer Set Programming	arxiv 2026-06-22	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%
0.63	The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models	arxiv 2026-06-22	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards	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%
0.63	SkillAudit: From Fixed-Suite Benchmarking to Skill-Centered Assessment	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%
0.63	On the Position Bias of On-Policy Distillation	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%
0.63	Action-BED: Task-Driven Bayesian Experimental Design with Singly Intractable Objectives	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%
0.63	Muown Implicitly Performs Angular Step-size Decay	arxiv 2026-06-22	CMQ_026 NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence. Jensen Huang	Semis	83%
0.63	Muown Implicitly Performs Angular Step-size Decay	arxiv 2026-06-22	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%
0.63	Interpretable Kolmogorov-Arnold Network with Feature-Isolated Temporal Attention Mechanism for Electricity Load Forecasting	arxiv 2026-06-22	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.63	Interpretable Kolmogorov-Arnold Network with Feature-Isolated Temporal Attention Mechanism for Electricity Load Forecasting	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%
0.63	Interpretable Kolmogorov-Arnold Network with Feature-Isolated Temporal Attention Mechanism for Electricity Load Forecasting	arxiv 2026-06-22	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%
0.63	Changing Modalities: Adapting Remote Sensing Models to New Satellites and Sensors	arxiv 2026-06-22	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.63	Spectral Gating via Damped Oscillations for Adaptive Implicit Neural Representations	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%
0.63	Domain-incremental audio classification using domain-specific experts and prototype classifier	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%