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Sim	Doc	Source	Pred	Domain	Prior
0.63	Will June 2026 headline CPI-U rise at least 0.3% month-over-month?(market prob: 30%)	manifold 2026-06-08	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%
0.63	SPEA2$^+$: Improved Density Estimation in SPEA2 with Provable Runtime Guarantees	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%
0.63	DiffCold: A Diffusion-based Generative Model for Cold-Start Item Recommendation	arxiv 2026-06-10	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	Multi-Rate Mixture of Experts for Accelerating Liquid Neural Network Training	arxiv 2026-06-10	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.63	Automating Geometry-Intensive Compliance Checking in BIM: Graph-Based Semantic Reasoning Framework	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%
0.63	Beyond representational alignment with brain-guided language models for robust reasoning	arxiv 2026-06-10	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	Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training	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%
0.63	Grammar-Constrained Decoding Can Jailbreak LLMs into Generating Malicious Code	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%
0.63	WorldReasoner: Evaluating Whether Language Model Agents Forecast Events with Valid 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%
0.63	Multimodal Ordinal Modeling of Alzheimer's Disease Severity Using Structural MRI and Clinical Data	arxiv 2026-06-10	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%
0.63	Mind the Perspective: Let's Reason Recursively for Theory of Mind	arxiv 2026-06-10	234_003 Within 1-2 years we will look back and wonder why training was centralized while inference was decentralized Alex Wissner-Gross	AI	38%
0.63	T2S: A Rehearsal-Based Approach for Extraction-Resistant Model Watermarking	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%
0.63	T2S: A Rehearsal-Based Approach for Extraction-Resistant Model Watermarking	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%
0.63	T2S: A Rehearsal-Based Approach for Extraction-Resistant Model Watermarking	arxiv 2026-06-10	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	AVIS: Adaptive Test-Time Scaling for Vision-Language Models	arxiv 2026-06-10	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	Quantum Occam Learning: Sample-Supported Expressibility for Circuit-Based Quantum Learning	arxiv 2026-06-10	CMQ_062 Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement. Alex Wissner-Gross	Quantum	62%
0.63	PCA-Enhanced Adaptive NVAR Framework for High-Resolution Sea Surface Temperature Forecasting in the East Sea	arxiv 2026-06-10	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.63	Categorical Robustness Assessment for Machine Learning based Network Intrusion Detection Systems	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%
0.63	From Persistence to Survival: Hypothesis Testing, Effect Sizes and Vectorisation for Topological Features	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%
0.63	Seeing Below the Limit of Detection: A Censored-Poisson Bayesian Latent-Growth Change-Point Detector (the Span Detector) for Serial ctDNA in HR+/HER2- Metastatic Breast Cancer	arxiv 2026-06-10	AUT_027 Integration of AI with advanced bio-sensing, quantum computing, and genomics enables humanity to achieve 'Longevity Escape Velocity' — tipping point where medical technology extends human lifespan faster than time passes; continuous biological surveill... Peter Diamandis	Biotech/Longevity	21%
0.63	TacCoRL: Integrating Tactile Feedback into VLA via Simulation	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%
0.63	TimeRouter: Efficient and Adaptive Routing of Time-Series Foundation Models	arxiv 2026-06-10	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	TimeRouter: Efficient and Adaptive Routing of Time-Series Foundation Models	arxiv 2026-06-10	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	Range-Aware Bayesian Optimization for Discovering Diverse Designs within Target Property Windows	arxiv 2026-06-10	CMQ_041 Reallocation of foundry real estate toward high-margin HBM leaves severe unaddressed supply shortage for traditional consumer-grade DRAM — bifurcation of global memory market. Morgan Stanley	Semis/Memory	71%
0.63	Doc-to-Atom: Learning to Compile and Compose Memory Atoms	arxiv 2026-06-10	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	Measuring Epistemic Resilience of LLMs Under Misleading Medical Context	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%
0.63	Pre-AF 13: An Interpretable Atrial Fibrillation Risk Score Mined from Discharge Reports	arxiv 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%
0.63	Fast-SDE: Efficient Single-Microphone Sound Source Distance Estimation in Reverberant Environments	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%
0.63	MPPI-based Informative Trajectory Planning for Search and Capture of Drifting Targets with ASVs	arxiv 2026-06-10	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%
0.63	SAFER-Nav: Enhancing Safety for Visual Robot Navigation via Segmentation-Aware Fine-Tuning	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%
0.63	Adversarial Attacks on Learned Policies for Surgical Robotic Tasks	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%
0.63	facebookresearch/fairchem fairchem_core-2.18.0	github_release 2026-03-16	247_057 Parameter scaling race is over; frontier labs plateauing at 10T parameters Alex Wissner-Gross	AI	28%
0.63	facebookresearch/fairchem fairchem_core-2.12.0	github_release 2025-11-21	TK11 Autonomous Regulatory Block (Level 4 Halt)	—	10%
0.63	Qatar vs. Switzerland: O/U 2.5(market prob: 56%)	polymarket 2026-05-21	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	ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages	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%
0.63	ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages	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%
0.63	SupraBench: A Benchmark for Supramolecular Chemistry	arxiv 2026-06-11	COD_BIO_002 An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027 Codex Research Pack	Biotech/Longevity	50%
0.63	IterCAD: An Iterative Multimodal Agent for Visually-Grounded CAD Generation and Editing	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%
0.63	Iterative Visual Thinking: Teaching Vision-Language Models Spatial Self-Correction through Visual Feedback	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%
0.63	A Machine Learning Framework for Real-Time Personalized Ergonomic Pose Analysis	arxiv 2026-06-11	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	Efficient, Robust, and Anti-Collusion Fingerprinting of Image Diffusion Models	arxiv 2026-06-11	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	LoRA-Muon: Spectral Steepest Descent on the Low-Rank Manifold	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%
0.63	Localizing Anchoring Pathways in Language Models	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%
0.63	Prefill Awareness in Large Language Models	arxiv 2026-06-10	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%
0.63	Rethinking Psychometric Evaluation of LLMs: When and Why Self-Reports Predict Behavior	arxiv 2026-06-10	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	Bag of Dims: Training-Free Mechanistic Interpretability via Dimension-Level Sign Patterns	arxiv 2026-06-10	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.63	Learning with Simulators: No Regret in a Computationally Bounded World	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%
0.63	Adjusted Cup-Product Neural Layer	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%
0.63	Loss-Shift Transfer via Bayes Quotients	arxiv 2026-06-11	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	Disparate Impact in Synthetic Data Generation	arxiv 2026-06-11	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	Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback	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%
0.63	A Privacy-Preserving Framework Using Remote Data Science for Inter-Institutional Student Retention Prediction	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%
0.63	A Privacy-Preserving Framework Using Remote Data Science for Inter-Institutional Student Retention Prediction	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%
0.63	CLARITree: Cholesky and Lookahead Accelerations for Regression with Interpretable Piecewise Linear Trees	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%
0.63	Adaptive Weighted Averaging	arxiv 2026-06-11	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.63	Fed-FBD: Federated Functional Block Diversification for Isolation, Privacy, and Surgical Unlearning	arxiv 2026-06-10	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	ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation	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%
0.63	Rubric-Guided Self-Distillation: Post-Training Without Rubric Verifiers	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%
0.63	Quickest Detection of Hallucination Onset: Delay Bounds and Learned CUSUM Statistics	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%
0.63	Quickest Detection of Hallucination Onset: Delay Bounds and Learned CUSUM Statistics	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%
0.63	EMG-Based Adaptation of Anisotropic Virtual Fixtures for Robot-Assisted Surgical Resection and Dissection	arxiv 2026-06-11	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%
0.63	GenHOI: Contact-Aware Humanoid-Object Interaction by Imitating Generated Videos without Task-Specific Training	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%
0.63	AIR-VLA+: Decoupling Movement and Manipulation via Cascaded Dual-Action Decoders with Asymmetric MoE for Aerial Robots	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%
0.63	Will United States win on 2026-06-19?(market prob: 61%)	polymarket 2026-04-06	240_046 Public interest in any alien disclosure will fade within one or two days Alex Wissner-Gross	Media/Ads	43%
0.63	FDA BLA761364: IMULDOSA (USTEKINUMAB-SRLF) — ACCORD BIOPHARMA INC.	fda 2026-06-05	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 Japan win on 2026-06-21?(market prob: 67%)	polymarket 2026-04-06	240_046 Public interest in any alien disclosure will fade within one or two days Alex Wissner-Gross	Media/Ads	43%
0.63	facebookresearch/pytorch3d v0.3.0	github_release 2020-11-11	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 Haiti win on 2026-06-19?(market prob: 4%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	37%
0.63	Will I make mana on this market?(market prob: 84%)	manifold 2026-06-16	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%
0.63	Will the July 2026 U.S. U-6 unemployment rate be at least 8.0%?(market prob: 37%)	manifold 2026-06-15	236_003 Jobs will get whisked away in many firms in 2026 Andrew Yang	Labor/Jobs	49%
0.63	Demystifying Variance in Circuit Discovery of 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%
0.63	Robust Spoofed Speech Detection via Temporal Pyramid Modeling	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%
0.63	Tying the Loop -- Tied Expert Layers in Mixture-of-Experts Language Models	arxiv 2026-06-15	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Adaptive inference and function vectors in deep transformers	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%
0.63	Learning aligned EEG representations with subject-specific encoders	arxiv 2026-06-15	248_033 Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. Dave Blundin	AI	37%
0.63	Whose hotel does the AI recommend? An algorithm audit of reputation signals in LLM-assisted hotel selection	arxiv 2026-06-15	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	Medical Heuristic Learning: An LLM-Driven Framework for Interpretable and Auditable Clinical Decision Rules	arxiv 2026-06-15	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%
0.63	Exploiting Search in Symbolic Numeric Planning with Patterns	arxiv 2026-06-15	239_032 Progress in AI will continue as series of overlapping S-curves Elon Musk	AI	40%
0.63	Latent Thought Flow: Efficient Latent Reasoning in Large Language Models	arxiv 2026-06-15	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	TimeVista: Exploring and Exploiting Vision-Language Models as Judges for Time Series Forecasting	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%
0.63	Formalize Once, Edit the Rest: Efficient Lean-Based Answer Selection for Math Reasoning	arxiv 2026-06-14	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%
0.63	HawkesNest: A Multi-Axis Synthetic Benchmark for Spatiotemporal Pattern Complexity	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%
0.63	Beyond Defensive Reporting: Machine Learning for Active Anti-Money Laundering Control in Insurance	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%
0.63	Generative Modeling on Metric Graphs via Neural Optimal Transport	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%
0.63	Context-Aware RL for Agentic and Multimodal LLMs	arxiv 2026-06-15	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	Does Traversal Order Matter? A Systematic Study of Tree Traversal Methods in Transformer Grammars	arxiv 2026-06-15	234_048 Next major revolutions in foundation models will come from small language models Alex Wissner-Gross	AI	41%
0.63	T-Rex: Tactile-Reactive Dexterous Manipulation	arxiv 2026-06-15	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	Unified Motion-Action Modeling for Heterogeneous Robot Learning	arxiv 2026-06-15	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	Steering Generative Reinforcement Learning into Stable Robotic Controller	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	SemGeoNav:A Safety-Guided Visual Navigation Approach with Semantic Reasoning and Geometric Planning	arxiv 2026-06-15	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	DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction	arxiv 2026-06-16	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.63	WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning	arxiv 2026-06-16	AUT_027 Integration of AI with advanced bio-sensing, quantum computing, and genomics enables humanity to achieve 'Longevity Escape Velocity' — tipping point where medical technology extends human lifespan faster than time passes; continuous biological surveill... Peter Diamandis	Biotech/Longevity	21%
0.63	WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning	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	EAGG: Embodiment-Aligned Grasp Generation via Geometry-Aware Graph Conditioning	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	ProvenanceGuard: Source-Aware Factuality Verification for MCP-Based LLM Agents	arxiv 2026-06-16	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	DiagFlowBench: Evaluating How Language Models Handle Off-Procedure Inputs in Grounded Diagnostic Dialogue	arxiv 2026-06-16	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	MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical 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%
0.63	Structural Preservation and the Logical Expressiveness of Graph Neural Networks	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%
0.63	High-Fidelity 3D Geometric Reconstruction of Pelvic Organs from MRI: A Hybrid Deep Learning and Iterative Optimization Approach	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	Visored: A Controlled-Natural-Language Prover for LLM-Generated Mathematics	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%