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Sim	Doc	Source	Pred	Domain	Prior
0.63	Delay-Empowered Causal Hierarchical Reinforcement Learning	arxiv 2026-05-12	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%
0.63	Self-Supervised Laplace Approximation for Bayesian Uncertainty Quantification	arxiv 2026-05-12	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	36%
0.63	Self-Supervised Laplace Approximation for Bayesian Uncertainty Quantification	arxiv 2026-05-12	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	Missing Old Logits in Asynchronous Agentic RL: Semantic Mismatch and Repair Methods for Off-Policy Correction	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%
0.63	Stochastic Minimum-Cost Reach-Avoid Reinforcement Learning	arxiv 2026-05-12	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	Understanding Sample Efficiency in Predictive Coding	arxiv 2026-05-12	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.63	Delightful Gradients Accelerate Corner Escape	arxiv 2026-05-12	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	LOFT: Low-Rank Orthogonal Fine-Tuning via Task-Aware Support Selection	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%
0.63	One-Step Generative Modeling via Wasserstein Gradient Flows	arxiv 2026-05-12	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	WorldComp2D: Spatio-semantic Representations of Object Identity and Location from Local Views	arxiv 2026-05-12	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	Will 7 Fed rate cuts happen in 2026?(market prob: 0%)	polymarket 2025-09-29	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.63	Will Dogecoin reach $0.25 in May?(market prob: 2%)	polymarket 2026-05-01	SEM_025 Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels. Joseph Moore	Capital Markets	55%
0.63	Quantifying Sensitivity for Tree Ensembles: A symbolic and compositional approach	arxiv 2026-05-13	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	Quantifying Sensitivity for Tree Ensembles: A symbolic and compositional approach	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%
0.63	Force-Aware Neural Tangent Kernels for Scalable and Robust Active Learning of MLIPs	arxiv 2026-05-13	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	VectorSmuggle: Steganographic Exfiltration in Embedding Stores and a Cryptographic Provenance Defense	arxiv 2026-05-13	231_017 A major supply chain attack from untrusted open-weight code generation models is absolutely a threat vector. Alex Wissner-Gross	AI	42%
0.63	Min Generalized Sliced Gromov Wasserstein: A Scalable Path to Gromov Wasserstein	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%
0.63	Sampling from Flow Language Models via Marginal-Conditioned Bridges	arxiv 2026-05-13	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Self-Supervised On-Policy Reinforcement Learning via Contrastive Proximal Policy Optimisation	arxiv 2026-05-13	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	Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity	arxiv 2026-05-13	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	Kernel-based guarantees for nonlinear parametric models in Bayesian optimization	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%
0.63	ERPPO: Entropy Regularization-based Proximal Policy Optimization	arxiv 2026-05-13	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	Amortized Neural Clustering of Time Series based on Statistical Features	arxiv 2026-05-13	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	Ergodic Trajectory Design by Learned Pushforward Maps: Provable Coverage via Conditional Flow Matching	arxiv 2026-05-13	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.63	Ergodic Trajectory Design by Learned Pushforward Maps: Provable Coverage via Conditional Flow Matching	arxiv 2026-05-13	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	Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation	arxiv 2026-05-13	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	facebookresearch/neuroai v0.2.1	github_release 2026-05-14	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	Will the price of Bitcoin be above $78,000 on May 16?(market prob: 94%)	polymarket 2026-05-09	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 $90,000 on May 16?(market prob: 0%)	polymarket 2026-05-09	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 $88,000 on May 16?(market prob: 0%)	polymarket 2026-05-09	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the Bun rewrite in Rust stick?(market prob: 79%)	manifold 2026-05-14	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.63	Hantavirus pandemic in 2026 or Starmer out before July 2026? [Polymarket](market prob: 37%)	manifold 2026-05-14	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.63	ADVANCED MICRO DEVICES INC (AMD) (CIK 0000002488)	edgar_8k 2026-05-15	CMQ_028 NVIDIA's total AI chip revenue opportunity through 2027 is at least $3-5 trillion (upgraded from prior estimates at MS TMT 2026). Jensen Huang	Semis	72%
0.63	Forgetting That Sticks: Quantization-Permanent Unlearning via Circuit Attribution	arxiv 2026-05-14	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	Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance	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%
0.63	DeepTokenEEG Enhancing Mild Cognitive Impairment and Alzheimers Classification via Tokenized EEG Features	arxiv 2026-05-14	238_024 AI token speed will jump from ~50 tokens/sec to ~1,000 tokens/sec (Cerebras) Emad Mostaque	AI	37%
0.63	InfoSFT: Learn More and Forget Less with Information-Aware Token Weighting	arxiv 2026-05-14	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%
0.63	Learning with Shallow Neural Networks on Cluster-Structured Features	arxiv 2026-05-14	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Fast Adversarial Attacks with Gradient Prediction	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%
0.63	REALM: Retrospective Encoder Alignment for LFP Modeling	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%
0.63	A Non-Monotone Preconditioned Trust-Region Method for Neural Network Training	arxiv 2026-05-14	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	XFP: Quality-Targeted Adaptive Codebook Quantization with Sparse Outlier Separation for LLM Inference	arxiv 2026-05-14	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	Compositional Sparsity as an Inductive Bias for Neural Architecture Design	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%
0.63	Spontaneous symmetry breaking and Goldstone modes for deep information propagation	arxiv 2026-05-14	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	Action-Inspired Generative Models	arxiv 2026-05-14	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	SeesawNet: Towards Non-stationary Time Series Forecasting with Balanced Modeling of Common and Specific Dependencies	arxiv 2026-05-14	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	Exploring Geographic Relative Space in Large Language Models through Activation Patching	arxiv 2026-05-14	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Reinforcement Learning with Semantic Rewards Enables Low-Resource Language Expansion without Alignment Tax	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%
0.63	FDA BLA761347: TECENTRIQ HYBREZA (ATEZOLIZUMAB AND HYALURONIDASE-TQJS) — GENENTECH INC	fda 2026-05-15	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 the price of Bitcoin be above $76,000 on May 17?(market prob: 98%)	polymarket 2026-05-10	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $84,000 on May 17?(market prob: 0%)	polymarket 2026-05-10	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Starship Flight 12 Achieve All Flight Goals?(market prob: 52%)	manifold 2026-05-16	246_015 Elon will launch Starship toward Mars this year (2026, cited from Elon). Elon Musk	Space	36%
0.63	Will Fabien Roussel win the 2027 French presidential election?(market prob: 1%)	polymarket 2025-11-12	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.63	Will SPY close below $720 on Friday, May 29, 2026?(market prob: 18%)	manifold 2026-05-17	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Cavaliers vs. Knicks: O/U 216.5(market prob: 54%)	polymarket 2026-05-18	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.63	Bitcoin Up or Down on May 20?(market prob: 69%)	polymarket 2026-05-18	TK12 Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)	—	8%
0.63	Will the price of Bitcoin be above $74,000 on May 21?(market prob: 96%)	polymarket 2026-05-14	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Litecoin go up in the next 24 hours?(market prob: 34%)	manifold 2026-05-19	247_046 AI investment will reach $3 billion per day, up from $2B in 2025 Peter Diamandis	AI	55%
0.63	Any new Veo model released during Google I/O(market prob: 12%)	manifold 2026-05-18	234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis	AI	50%
0.63	Can machine learning for quantum-gas experiments be explainable?	arxiv 2026-05-18	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.63	KairosHope: A Next-Generation Time-Series Foundation Model for Specialized Classification via Dual-Memory Architecture	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%
0.63	When Outcome Looks Right But Discipline Fails: Trace-Based Evaluation Under Hidden Competitor State	arxiv 2026-05-18	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	What is Holding Back Latent Visual Reasoning?	arxiv 2026-05-18	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	On Stability and Decomposition of Sample Quantiles under Heavy-Tailed Distributions	arxiv 2026-05-18	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	Proximal basin hopping: global optimization with guarantees	arxiv 2026-05-18	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	Are Sparse Autoencoder Benchmarks Reliable?	arxiv 2026-05-18	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	$\boldsymbol{f}$-OPD: Stabilizing Long-Horizon On-Policy Distillation with Freshness-Aware Control	arxiv 2026-05-18	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%
0.63	OSCAR: Offline Spectral Covariance-Aware Rotation for 2-bit KV Cache Quantization	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%
0.63	Toy Combinatorial Interpretability Models Reveal Lottery Tickets in Early Feature Space	arxiv 2026-05-18	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.63	Will Satoshi's identity be revealed by June 30?(market prob: 0%)	polymarket 2026-04-09	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	29%
0.63	Will the Ethereum Volatility Index dip to 40 by May 31?(market prob: 0%)	polymarket 2026-04-30	247_001 xAI will IPO at $2 trillion valuation this coming summer Peter Diamandis	AI	42%
0.63	Will Bitcoin dip to $72,500 in May?(market prob: 9%)	polymarket 2026-05-26	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	What will (top 1% 2026 AMC 12A) + 10 * (top 5% 2027 AIME I) be?	manifold 2026-05-28	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.63	Will 1mon (Max) wear a dress in 2026(market prob: 71%)	manifold 2026-05-25	238_023 Neural nets will be 100x bigger at end of 2026 than at beginning (already in the bag) Dave Blundin	AI	49%
0.63	LLUMI: Improving LLM Writing Assistance for Mental Health Support with Online Community Feedback	arxiv 2026-05-28	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	Reinforcement Learning with Robust Rubric Rewards	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%
0.63	Reinforcement Learning with Robust Rubric Rewards	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%
0.63	BORA: Bridging Offline Reinforcement Learning and Online Residual Adaptation for Real-World Dexterous VLA Models	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%
0.63	No More K-means:Single-Stage Sparse Coding for Efficient Multi-Vector Retrieval	arxiv 2026-05-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Meta-Programming for Linear-time Temporal Answer Set Programming	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%
0.63	HoliTok:A Coutinuous Holistic Tokenization with Robust Dual Capabilities of Speech Generation and Understanding	arxiv 2026-05-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	From XXLTraffic to EvoXXLTraffic: Scaling Traffic Forecasting to Sensor-Evolving Networks	arxiv 2026-05-28	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.63	Uncertainty-Aware Transfer Learning for Cross-Building Energy Forecasting: Toward Robust and Scalable District-Level Energy Management	arxiv 2026-05-28	INF_072 There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently. Demis Hassabis	AI	40%
0.63	SCOPE: A Lightweight-training LLM Framework for Air Traffic Control Readback Monitoring	arxiv 2026-05-28	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.63	BuilDyn: Excitation-Driven Data Generation for Building Thermal Dynamics Modeling and Control	arxiv 2026-05-28	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%
0.63	When Do Graph Foundation Models Transfer? A Data-Centric Theory	arxiv 2026-05-28	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	The Interplay Between Interpolation and Aggregation in Regression: Optimal Sample Complexity	arxiv 2026-05-28	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%
0.63	On-Policy Replay for Continual Supervised Fine-Tuning	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%
0.63	Access Sets Matter: Budgeting Expert Reads for Scalable Weight-Space Model Merging	arxiv 2026-05-28	IND_001 Single operators utilizing low-cost hardware (e.g., $600 Mac Minis) will be able to replicate the output of entire enterprise teams, drastically reducing the friction of multi-million-dollar software development — leading to total dissolution of middle... Alex Finn	Labor/Jobs	48%
0.63	Information-Directed Offline-to-Online Reinforcement Learning	arxiv 2026-05-28	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%
0.63	BrahmicTokenizer-131K: An Indic-Capable Drop-In Replacement for o200k_base	arxiv 2026-05-28	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%
0.63	User-Aware Active Knowledge Acquisition for Emotional Support Dialogue	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%
0.63	Inform, Coach, Relate, Listen: Auditing LLM Caregiving Support Roles	arxiv 2026-05-28	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	SkillBrew: Multi-Objective Curation of Skill Banks for LLM Agents	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%
0.63	Beyond Bilingual Transfer: Multilingual Code-Switching in Instruction Tuning	arxiv 2026-05-28	248_014 If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip. Alex Wissner-Gross	AI	32%
0.63	FDA NDA008085: METHOTREXATE SODIUM (METHOTREXATE SODIUM) — STRIDES PHARMA INTL	fda 2026-05-27	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	FDA ANDA212438: CLINDAMYCIN PHOSPHATE (CLINDAMYCIN PHOSPHATE) — ENCUBE	fda 2026-05-18	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	The Polymarket Open: Big John vs. Cheddy(market prob: 100%)	polymarket 2026-05-23	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.63	Will Bitcoin dip to $70,000 on June 1?(market prob: 12%)	polymarket 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Eric Swalwell win the California Governor Election in 2026?(market prob: 0%)	polymarket 2025-10-09	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%