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Sim	Doc	Source	Pred	Domain	Prior
0.62	The Power of Test-Time Training for Approximate Sampling	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%
0.62	TacCoRL: Integrating Tactile Feedback into VLA via Simulation	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%
0.62	Renewable Lasso without Batch-Number Constraints: A Gradient-Enhanced Approach	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Higher-Order Token Interactions via Quantum Attention	arxiv 2026-06-10	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.62	Data-Driven Dynamic Assortment in Online Platforms: Learning about Two Sides	arxiv 2026-06-09	CMQ_040 AI-driven demand has triggered an 'unprecedented supercycle' for dominant global memory suppliers (Samsung, SK Hynix, Micron). Samsung executives	Semis/Memory	62%
0.62	Phi-Actor-Critic: Steering General-Sum Games to Pareto-Efficient Correlated Equilibria	arxiv 2026-06-09	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%
0.62	Findings of the MAGMaR 2026 Shared Task	arxiv 2026-06-10	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.62	Traceable Virtual Sea Trials in the Marine Robotics Unity Simulator for Manoeuvring Assessment of Unmanned Surface Vehicles	arxiv 2026-06-10	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%
0.62	UGV-Conditioned Multi-UAV Informative Planning on a Shared Exposure Belief	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%
0.62	UGV-Conditioned Multi-UAV Informative Planning on a Shared Exposure Belief	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%
0.62	FDA ANDA210692: ATOVAQUONE (ATOVAQUONE) — HETERO LABS LTD III	fda 2026-06-08	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	31%
0.62	facebookresearch/fairchem fairchem_core-2.10.0	github_release 2025-10-23	CMQ_026 NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence. Jensen Huang	Semis	83%
0.62	facebookresearch/fairchem fairchem_lammps-0.2.0	github_release 2025-10-07	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%
0.62	Do you like 58% odds?(market prob: 59%)	manifold 2026-06-12	239_017 Future is 80%+ likely to be great Elon Musk	Other	50%
0.62	Mana: Dexterous Manipulation of Articulated Tools	arxiv 2026-06-11	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%
0.62	Measurement-Calibrated Multi-Camera Fusion for Vision-Based Indoor Localization	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%
0.62	Heterogeneous LiDAR Early Fusion and Learned Re-Ranking Strategy for Robust Long-Term Place Recognition in Unstructured Environments	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%
0.62	SupraBench: A Benchmark for Supramolecular Chemistry	arxiv 2026-06-11	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%
0.62	HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers	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%
0.62	Mental-R1: Aligning LLM Reasoning for Mental Health Assessment	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%
0.62	Zero-source LLM Hallucination Detection with Human-like Criteria Probing	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%
0.62	From Uncertain Judgments to Calibrated Rankings: Conformal Elo Estimation for LLM Evaluation	arxiv 2026-06-11	FUT_001 Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters by November 2026 per ForecastBench linear-extrapolation of current learning curves; 95% CI stretches Dec 2025 to Jan 2028. Validation metric: LLMs achie... Superforecaster Community	AI	48%
0.62	WHAR Arena: Benchmarking the State of the Art in Efficient Wearable Human Activity Recognition	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%
0.62	Disparate Impact in Synthetic Data Generation	arxiv 2026-06-11	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.62	A Privacy-Preserving Framework Using Remote Data Science for Inter-Institutional Student Retention Prediction	arxiv 2026-06-11	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%
0.62	CLARITree: Cholesky and Lookahead Accelerations for Regression with Interpretable Piecewise Linear Trees	arxiv 2026-06-11	230_040 AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly. Peter Diamandis	AI	27%
0.62	CLARITree: Cholesky and Lookahead Accelerations for Regression with Interpretable Piecewise Linear Trees	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%
0.62	Rubric-Guided Self-Distillation: Post-Training Without Rubric Verifiers	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%
0.62	Examining the Cognitive Gap Between Authors and Peer Reviewers on Academic Paper Novelty	arxiv 2026-06-11	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%
0.62	TimeLens: On-Device Artifact Recognition with Retrieval-Augmented Question Answering for the Grand Egyptian Museum	arxiv 2026-06-11	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%
0.62	Evaluating Pluralism in LLMs through Latent Perspectives	arxiv 2026-06-11	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%
0.62	How Fine-Grained Should a RAG Benchmark Be? A Hierarchical Framework for Synthetic Question Generation	arxiv 2026-06-11	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%
0.62	NavWAM: A Navigation World Action Model for Goal-Conditioned Visual Navigation	arxiv 2026-06-11	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.62	AIR-VLA+: Decoupling Movement and Manipulation via Cascaded Dual-Action Decoders with Asymmetric MoE for Aerial Robots	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%
0.62	facebookresearch/pytorchvideo 0.1.3	github_release 2021-09-10	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.62	facebookresearch/pytorchvideo 0.1.0	github_release 2021-04-13	238_038 Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized Alex Wissner-Gross	AI	35%
0.62	Will Ecuador win on 2026-06-14?(market prob: 38%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	37%
0.62	Will US government action cause a non-Anthropic company to restrict availability of a model in 2026?(market prob: 20%)	manifold 2026-06-13	229_004 By summer 2026, Figure will have almost none of its supply chain in China. Brett Adcock	Geopolitics	41%
0.62	Will Fable be reenabled for Americans before June 20?(market prob: 14%)	manifold 2026-06-13	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	37%
0.62	facebookresearch/fairseq v0.9.0	github_release 2019-12-04	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Will Senegal win on 2026-06-16?(market prob: 13%)	polymarket 2026-04-06	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.62	Will Norway win on 2026-06-16?(market prob: 83%)	polymarket 2026-04-06	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%
0.62	Will Japan win on 2026-06-21?(market prob: 67%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	37%
0.62	Will this market get between 10-20 unique traders by June 20?(market prob: 25%)	manifold 2026-06-15	242_033 Companies will race to 80% token spend / 20% salary; good by 2030-2032 Dave Blundin	Labor/Jobs	49%
0.62	Who of the unstable SMP will post this week?	manifold 2026-06-14	TK11 Autonomous Regulatory Block (Level 4 Halt)	—	10%
0.62	huggingface/transformers v5.10.3	github_release 2026-06-15	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	facebookresearch/pytorch3d V0.7.8	github_release 2024-09-13	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%
0.62	facebookresearch/pytorch3d v0.7.7	github_release 2024-06-27	CMQ_026 NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence. Jensen Huang	Semis	83%
0.62	facebookresearch/pytorch3d v0.6.0	github_release 2021-10-06	CMQ_026 NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence. Jensen Huang	Semis	83%
0.62	Upper Bounds on the Generalization Error of Deep Learning Models via Local Robustness and Stability	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%
0.62	The Faithfulness Gap: Certifying Semantic Equivalence Between Natural-Language and Formal Mathematical Statements	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%
0.62	Medical Heuristic Learning: An LLM-Driven Framework for Interpretable and Auditable Clinical Decision Rules	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%
0.62	PAL-Bench: Evidence-Grounded Profile Reconstruction from Longitudinal Personal Albums	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%
0.62	Long-Context Modeling via GSS-Transformer Hybrid Architecture with Learnable Mixing	arxiv 2026-06-15	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Long-Context Modeling via GSS-Transformer Hybrid Architecture with Learnable Mixing	arxiv 2026-06-15	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.62	Topological Flow Matching	arxiv 2026-06-14	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%
0.62	Dynestyx: A Probabilistic Programming Library for Dynamical Systems	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%
0.62	Sobolev Approximation by Fixed-Size Neural Networks with Arbitrary Accuracy	arxiv 2026-06-15	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.62	Fantastic Pretraining Optimizers and Where to Find Them II: Hyperball Optimization	arxiv 2026-06-15	235_014 Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability. Sam Altman	AI	51%
0.62	Cross-Silo De-Anonymization Under Local Differential Privacy: Threat Model, Phase Transition, and Coordination Necessity	arxiv 2026-06-15	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%
0.62	Learning Policy from a Single Trajectory in Average-Reward Markov Decision Process	arxiv 2026-06-15	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.62	Learning Policy from a Single Trajectory in Average-Reward Markov Decision Process	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%
0.62	Beyond Defensive Reporting: Machine Learning for Active Anti-Money Laundering Control in Insurance	arxiv 2026-06-15	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%
0.62	RepNet: Tackling spectral bias in deep neural networks via parameter reparameterization	arxiv 2026-06-15	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.62	Petrov-Galerkin Variational Physics-Informed Neural Network Framework for Two-Dimensional Singularly Perturbed Problems	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%
0.62	Not all Jensen-Shannon Divergence Estimators are Equal	arxiv 2026-06-15	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.62	Differentiable Packing of Irregular 3D Objects with Adaptive Container Estimation	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%
0.62	Circuit Tracing in Autoregressive Protein Language Models	arxiv 2026-06-14	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Scalar-Stepsize Nonuniform Monte Carlo Optimistic Policy Iteration: A Certified Counterexample	arxiv 2026-06-14	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%
0.62	Uncertainty Is Not a Safety Net for Clinical VQA, but Can It Anticipate Model Failure?	arxiv 2026-06-15	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	31%
0.62	Uncertainty Is Not a Safety Net for Clinical VQA, but Can It Anticipate Model Failure?	arxiv 2026-06-15	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%
0.62	R2RDreamer: 3D-aware Data Augmentation for Spatially-generalized 2D Manipulation Policies	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%
0.62	When Should a Robot Replan? Regret-Guided Update Scheduling in Time-Varying MDPs	arxiv 2026-06-15	239_023 AI and robotics are the only way to solve US budget deficit and avoid bankruptcy Elon Musk	Macro/Economy	41%
0.62	Distributed Safe Consensus Under Asymmetric Input and Time-Varying Output Constraints	arxiv 2026-06-15	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%
0.62	FDA ANDA078005: OXCARBAZEPINE (OXCARBAZEPINE) — ANI PHARMS	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%
0.62	Will the price of Bitcoin be above $74,000 on June 19?(market prob: 0%)	polymarket 2026-06-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	Will United States win on 2026-06-25?(market prob: 55%)	polymarket 2026-04-06	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%
0.62	Which of these will I achieve?	manifold 2026-06-16	229_006 Figure will graduate from room-scale autonomy to full-house autonomy next. Brett Adcock	Robotics	46%
0.62	Looped World Models	arxiv 2026-06-16	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.62	IUU+DB: Tracking Illegal, Unreported, and Unregulated Fishing, Seafood Fraud, and Labor Abuse through LLM-driven Information Extraction	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%
0.62	Recover Semantics First, Generate Better: Improved Latent Modeling for 3D MRI Reconstruction and Cross-Contrast Synthesis	arxiv 2026-06-16	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Recover Semantics First, Generate Better: Improved Latent Modeling for 3D MRI Reconstruction and Cross-Contrast Synthesis	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%
0.62	STAR: SpatioTemporal Adaptive Reward Allocation for Text-to-Image RL Post-Training	arxiv 2026-06-16	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.62	Robustness of Similarity-based Positional Encoding Under Rotations: Theoretical Analysis and Experimental Validation	arxiv 2026-06-16	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%
0.62	StepGuard: Guarding Web Navigation via Single-Step Calibration	arxiv 2026-06-16	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%
0.62	A Neuromorphic Trigger for Efficient Audio Event Detection	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%
0.62	Talking to Your Data: Exploring Embodied Conversation as an Interface for Personal Health Reflection	arxiv 2026-06-16	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%
0.62	Geometry-Aware Post-Hoc Uncertainty Quantification in Operator Learning	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%
0.62	PowerOPD: Stabilizing On-Policy Distillation with Bounded Power Transformation	arxiv 2026-06-15	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.62	Adaptive Volumetric Mechanical Property Fields Invariant to Resolution	arxiv 2026-06-16	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%
0.62	Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets?	arxiv 2026-06-16	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	OmniPlan: An Adaptive Framework for Timely and Near-Optimal Network Planning Optimization	arxiv 2026-06-16	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.62	From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning	arxiv 2026-06-16	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%
0.62	Non-negative Matrix Factorisation with Topological Regularisation	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%
0.62	Theoretical Grounding of Out-Of-Distribution Detection With Reinforcement Learning Optimizer	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%
0.62	Operator Boosting Produces Pareto-Efficient PDE Surrogates	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%
0.62	VISTA: Scale-Aware Visual Navigation via Action History Conditioning	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%
0.62	On the Memorization Behavior of LLMs in Generative Recommendation: Observations, Implications, and Training Strategies	arxiv 2026-06-15	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Compositional Skill Routing for LLM Agents: Decompose, Retrieve, and Compose	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%
0.62	LLMs Infer Cultural Context but Fail to Apply It When Responding	arxiv 2026-06-16	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%