Validations Queue

86,658 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 173 of 403, 200 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.

Pending (total)

86,658

Reviewed

Filtered

80,488

page 173 / 403

Showing on page

200

Filters

URL params control source + min-similarity threshold

Source

All (86658)arxiv (40411)codex_research_pack (134)edgar_8k (3091)fda (3890)gdelt (1218)github_release (3087)manifold (9113)polymarket (25714)

Page size

50 100 200 500

Bulk auto-confirm by similarity threshold

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

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.62	MCJudgeBench: A Benchmark for Constraint-Level Judge Evaluation in Multi-Constraint Instruction Following	arxiv 2026-05-05	CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner	AI	50%
0.62	Agent-Based Modeling of Low-Emission Fertilizer Adoption for Dairy Farm Decarbonisation using Empirical Farm Data	arxiv 2026-05-05	ROB_024 Automated robotics and AI-powered monitoring will establish a global network of BioVaults — a 21st-century high-tech backup plan for life on Earth; as humanity faces potential extinction of nearly half of Earth's species by 2050 due to climate and habi... Ben Lamm	Biotech/Longevity	43%
0.62	Disentangling Shared and Task-Specific Representations from Multi-Modal Clinical Data	arxiv 2026-05-05	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	Erase Persona, Forget Lore: Benchmarking Multimodal Copyright Unlearning in Large Vision Language Models	arxiv 2026-05-05	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	Deepfake Audio Detection Using Self-supervised Fusion Representations	arxiv 2026-05-05	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.62	RAG over Thinking Traces Can Improve Reasoning Tasks	arxiv 2026-05-05	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%
0.62	Computing Thiele Rules on Interval Elections and their Generalizations	arxiv 2026-05-04	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.62	Mixed-Precision Information Bottlenecks for On-Device Trait-State Disentanglement in Bipolar Agitation Detection	arxiv 2026-05-04	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.62	GRPO-TTA: Test-Time Visual Tuning for Vision-Language Models via GRPO-Driven Reinforcement Learning	arxiv 2026-05-05	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Distributed Learning with Adversarial Gradient Perturbations	arxiv 2026-05-05	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	RFPrompt: Prompt-Based Expert Adaptation of the Large Wireless Model for Modulation Classification	arxiv 2026-05-05	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	RFPrompt: Prompt-Based Expert Adaptation of the Large Wireless Model for Modulation Classification	arxiv 2026-05-05	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%
0.62	VideoNet: A Large-Scale Dataset for Domain-Specific Action Recognition	arxiv 2026-05-04	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%
0.62	Isotropic Fourier Neural Operators	arxiv 2026-05-04	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Recurrent Deep Reinforcement Learning for Chemotherapy Control under Partial Observability	arxiv 2026-05-04	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	A Novel Preprocessing-Driven Approach to Remaining Useful Life (RUL) Prediction Using Temporal Convolutional Networks (TCN)	arxiv 2026-05-04	242_001 Elon's Terafab will build 1 terawatt of AI compute per year, 50x current global production Elon Musk	AI	44%
0.62	Reference-Sampled Boltzmann Projection for KL-Regularized RLVR: Target-Matched Weighted SFT, Finite One-Shot Gaps, and Policy Mirror Descent	arxiv 2026-05-04	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	Reproducing Complex Set-Compositional Information Retrieval	arxiv 2026-05-05	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%
0.62	TriBench-Ko: Evaluating LLM Risks in Judicial Workflows	arxiv 2026-05-05	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	BIT.UA-AAUBS at ArchEHR-QA 2026: Evaluating Open-Source and Proprietary LLMs via Prompting in Low-Resource QA	arxiv 2026-05-05	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	InfoLaw: Information Scaling Laws for Large Language Models with Quality-Weighted Mixture Data and Repetition	arxiv 2026-05-04	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.62	Bucketing the Good Apples: A Method for Diagnosing and Improving Causal Abstraction	arxiv 2026-05-04	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%
0.62	Parking Assistance for Trailer-Truck Transport Vehicles Using Sensor Fusion and Motion Planning	arxiv 2026-05-04	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.62	Visibility-Aware Mobile Grasping in Dynamic Environments	arxiv 2026-05-04	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Visibility-Aware Mobile Grasping in Dynamic Environments	arxiv 2026-05-04	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.62	SAGA: A Robust Self-Attention and Goal-Aware Anchor-based Planner for Safe UAV Autonomous Navigation	arxiv 2026-05-04	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	Sampling-Based Control via Entropy-Regularized Optimal Transport	arxiv 2026-05-04	AUT_013 'Unsupervised' Tesla Robotaxis will achieve operational capability across 25-50% of the United States by end of 2026 — initial production slow but deployment scales to capture multi-trillion-dollar transportation market. Humanoid robots (Optimus) event... Elon Musk	Auto/Transport	15%
0.62	Sampling-Based Control via Entropy-Regularized Optimal Transport	arxiv 2026-05-04	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Revisiting semiclassical scalar QED in 1+1 dimensions	arxiv 2026-05-04	231_004 The solution wavefront will spread from math/coding to physics, chemistry, and other fields. Alex Wissner-Gross	AI	40%
0.62	FDA ANDA219540: GLYCEROL PHENYLBUTYRATE (GLYCEROL PHENYLBUTYRATE) — MSN	fda 2026-04-15	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	36%
0.62	FDA ANDA091291: LEVETIRACETAM (LEVETIRACETAM) — CHARTWELL RX	fda 2026-04-09	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.62	FDA ANDA219755: DAPAGLIFLOZIN AND METFORMIN HYDROCHLORIDE (DAPAGLIFLOZIN, METFORMIN HYDROCHLORIDE) — INVENTIA HEALTHCARE LIMITED	fda 2026-04-09	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 Ethereum go up in the next 24 hours?(market prob: 32%)	manifold 2026-05-07	247_046 AI investment will reach $3 billion per day, up from $2B in 2025 Peter Diamandis	AI	55%
0.62	Will anyone get me to post 🌀 in the comments on this market [Convince the Machine #9](market prob: 40%)	manifold 2026-05-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	Self-Attention as Transport: Limits of Symmetric Spectral Diagnostics	arxiv 2026-05-06	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	The Newsworthiness of Brazilian Distress: A Peak Analysis on Time Series of International Media Attention to Disasters in Brazil	arxiv 2026-05-06	SPC_028 Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions failing to integrate agentic models — massive job displacement of over 1.1 million knowledge workers as AI automates their roles. Salim Ismail	Labor/Jobs	37%
0.62	FDA ANDA220314: SEMAGLUTIDE (SEMAGLUTIDE) — APOTEX INC	fda 2026-04-07	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.62	FDA BLA761328: BEYFORTUS (NIRSEVIMAB-ALIP) — ASTRAZENECA AB	fda 2026-04-07	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	36%
0.62	openai/openai-python v2.36.0	github_release 2026-05-07	241_037 Chinese AI strategy will stay open source / open weights Eric Schmidt	AI	49%
0.62	facebookresearch/habitat-lab v0.2.4	github_release 2023-03-31	TK11 Autonomous Regulatory Block (Level 4 Halt)	—	10%
0.62	facebookresearch/balance 0.10.0	github_release 2025-01-06	248_014 If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip. Alex Wissner-Gross	AI	32%
0.62	facebookresearch/xformers v0.0.33	github_release 2025-11-12	240_021 Post-transformer architecture will be even more specialized than GPUs Alex Wissner-Gross	AI	35%
0.62	facebookresearch/xformers v0.0.30	github_release 2025-04-28	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%
0.62	facebookresearch/xformers v0.0.29	github_release 2024-12-27	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/xformers v0.0.28	github_release 2024-09-12	229_047 Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned. Brett Adcock	AI	77%
0.62	Tampa Bay Rays vs. Boston Red Sox: O/U 8.5(market prob: 51%)	polymarket 2026-05-07	247_042 Professional Robotics League first US match on April 19, 2026 in Boston Alex Wissner-Gross	Robotics	65%
0.62	Cross-Modal Navigation with Multi-Agent Reinforcement Learning	arxiv 2026-05-07	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-Guided Invariance Learning for Continuous Reinforcement Learning	arxiv 2026-05-07	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	Measuring Black-Box Confidence via Reasoning Trajectories: Geometry, Coverage, and Verbalization	arxiv 2026-05-07	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	In-Context Black-Box Optimization with Unreliable Feedback	arxiv 2026-05-07	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	Dynamic Treatment on Networks	arxiv 2026-05-07	238_037 Network effects, economics, and game theory will persist in AI agent economy (no singleton takeover) Alex Wissner-Gross	AI	42%
0.62	Dynamic Treatment on Networks	arxiv 2026-05-07	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.62	Diversity Curves for Graph Representation Learning	arxiv 2026-05-07	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.62	LINC: Decoupling Local Consequence Scoring from Hidden Matching in Constructive Neural Routing	arxiv 2026-05-07	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.62	End-to-End Identifiable and Consistent Recurrent Switching Dynamical Systems	arxiv 2026-05-07	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%
0.62	PACE: Prune-And-Compress Ensemble Models	arxiv 2026-05-07	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Uncertainty Estimation via Hyperspherical Confidence Mapping	arxiv 2026-05-07	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	Towards Emotion Consistency Analysis of Large Language Models in Emotional Conversational Contexts	arxiv 2026-05-07	236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang	Consumer	51%
0.62	Generating Roadside LiDAR Datasets from Vehicle-Side Datasets via Novel View Synthesis	arxiv 2026-05-07	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Cycle-resolved Cephalopod-Inspired Pulsed-Jet Robot With High-Volume Expulsion and Drag-Reduced Gliding	arxiv 2026-05-07	IND_005 Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~... Ben Lamm	Biotech/Longevity	33%
0.62	Cycle-resolved Cephalopod-Inspired Pulsed-Jet Robot With High-Volume Expulsion and Drag-Reduced Gliding	arxiv 2026-05-07	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.62	Reduced-order Neural Modeling with Differentiable Simulation for High-Detail Tactile Perception	arxiv 2026-05-06	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	FDA ANDA090508: FINASTERIDE (FINASTERIDE) — SUN PHARM	fda 2026-04-30	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	36%
0.62	Will Nvidia announce an N1/N1X Windows-on-Arm PC chip at its June 1 Computex keynote?(market prob: 75%)	manifold 2026-05-09	240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin	AI	46%
0.62	Uber Technologies, Inc (UBER) (CIK 0001543151)	edgar_8k 2026-05-08	244_013 Uber will work with Chinese autonomous players (Pony, WeRide, hopefully Baidu) outside the US Dara Khosrowshahi	Auto/Transport	47%
0.62	Will Bitcoin dip to $80,000 on May 10?(market prob: 28%)	polymarket 2026-05-10	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.62	Avalanche vs. Wild: O/U 6.5(market prob: 49%)	polymarket 2026-05-10	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.62	Uber Technologies, Inc (UBER) (CIK 0001543151)	edgar_8k 2026-05-11	244_013 Uber will work with Chinese autonomous players (Pony, WeRide, hopefully Baidu) outside the US Dara Khosrowshahi	Auto/Transport	47%
0.62	facebookresearch/spdl v0.2.0	github_release 2026-01-07	TK11 Autonomous Regulatory Block (Level 4 Halt)	—	10%
0.62	Games Total: O/U 2.5(market prob: 100%)	polymarket 2026-05-11	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%
0.62	Sabres vs. Canadiens: O/U 6.5(market prob: 46%)	polymarket 2026-05-08	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.62	Däilÿ Cöin Flip - Day 3⅖(market prob: 50%)	manifold 2026-05-12	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.62	Tempus AI, Inc. (TEM) (CIK 0001717115)	edgar_8k 2026-05-13	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%
0.62	Detecting overfitting in Neural Networks during long-horizon grokking using Random Matrix Theory	arxiv 2026-05-12	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.62	From Message-Passing to Linearized Graph Sequence Models	arxiv 2026-05-12	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.62	Transferable Delay-Aware Reinforcement Learning via Implicit Causal Graph Modeling	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%
0.62	KAN-CL: Per-Knot Importance Regularization for Continual Learning with Kolmogorov-Arnold Networks	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%
0.62	Targeted Neuron Modulation via Contrastive Pair Search	arxiv 2026-05-12	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.62	Not How Many, But Which: Parameter Placement in Low-Rank Adaptation	arxiv 2026-05-12	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	ECTO: Exogenous-Conditioned Temporal Operator for Ultra-Short-Term Wind Power Forecasting	arxiv 2026-05-12	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%
0.62	ECTO: Exogenous-Conditioned Temporal Operator for Ultra-Short-Term Wind Power Forecasting	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%
0.62	Missing Old Logits in Asynchronous Agentic RL: Semantic Mismatch and Repair Methods for Off-Policy Correction	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%
0.62	Stochastic Minimum-Cost Reach-Avoid Reinforcement Learning	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%
0.62	Qwen-Scope: Turning Sparse Features into Development Tools for Large Language Models	arxiv 2026-05-12	SEM_021 Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs. Dave Blundin	AI/China	45%
0.62	Adaptive TD-Lambda for Cooperative Multi-agent Reinforcement Learning	arxiv 2026-05-12	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	Information theoretic underpinning of self-supervised learning by clustering	arxiv 2026-05-12	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	Federated Client Selection under Partial Visibility: A POMDP Approach with Spatio-Temporal Attention	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%
0.62	Dual-Temporal LSTM with Hybrid Attention for Airline Passenger Load Factor Forecasting: Integrating Intra-Flight and Inter-Flight Booking Dynamics	arxiv 2026-05-12	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	EVA-Bench: A New End-to-end Framework for Evaluating Voice Agents	arxiv 2026-05-13	AI_023 Inside Uber, 90% of software engineers currently rely on AI, and executive teams rehearse high-stakes presentations using 'Dara AI' — a synthetic, agentic clone of the CEO that pressure-tests narratives and logic before human executive meetings. Dara Khosrowshahi	AI	95%
0.62	Topology-Preserving Neural Operator Learning via Hodge Decomposition	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%
0.62	Negation Neglect: When models fail to learn negations in training	arxiv 2026-05-13	231_008 AI discoveries of past errors will topple some Nobel prizes. Peter Diamandis	AI	50%
0.62	Uncertainty-Driven Anomaly Detection for Psychotic Relapse Using Smartwatches: Forecasting and Multi-Task Learning Fusion	arxiv 2026-05-13	CMQ_013 A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher. Leopold Aschenbrenner	AI	40%
0.62	Conformal Anomaly Detection in Python: Moving Beyond Heuristic Thresholds with 'nonconform'	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%
0.62	Decoupled and Divergence-Conditioned Prompt for Multi-domain Dynamic Graph Foundation Models	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%
0.62	Decoupled and Divergence-Conditioned Prompt for Multi-domain Dynamic Graph Foundation Models	arxiv 2026-05-13	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	TurboGR: An Accelerated Training System for Large-Scale Generative Recommendation	arxiv 2026-05-13	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.62	Vector-Quantized Discrete Latent Factors Meet Financial Priors: Dynamic Cross-Sectional Stock Ranking Prediction for Portfolio Construction	arxiv 2026-05-13	242_034 AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x) Chamath Palihapitiya	Markets/Stocks	38%
0.62	Safe Bayesian Optimization for Uncertain Correlations Matrices in Linear Models of Co-Regionalization	arxiv 2026-05-13	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	The Sample Complexity of Multiple Change Point Identification under Bandit Feedback	arxiv 2026-05-13	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	Generative Modeling of Approximately Periodic Time Series by a Posterior-Weighted Gaussian Process	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%
0.62	Margin-calibrated Classifier Guidance for Property-driven Synthesis Planning	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%
0.62	Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation	arxiv 2026-05-13	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Frequency Bias and OOD Generalization in Neural Operators under a Variable-Coefficient Wave Equation	arxiv 2026-05-13	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.62	Revisiting Reinforcement Learning with Verifiable Rewards from a Contrastive Perspective	arxiv 2026-05-13	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	SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoring	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%
0.62	FDA NDA021303: ADDERALL XR 10 (AMPHETAMINE ASPARTATE) — TAKEDA PHARMS USA	fda 2026-04-23	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 $80,000 on May 16?(market prob: 6%)	polymarket 2026-05-09	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.62	Hantavirus pandemic in 2026 or Starmer out before July 2026? [Polymarket](market prob: 37%)	manifold 2026-05-14	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.62	Beam Global (BEEM) (CIK 0001398805)	edgar_8k 2026-05-15	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	DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models	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%
0.62	Generalized Priority-Aware Shapley Value	arxiv 2026-05-14	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.62	Generalized Priority-Aware Shapley Value	arxiv 2026-05-14	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	DeepTokenEEG Enhancing Mild Cognitive Impairment and Alzheimers Classification via Tokenized EEG Features	arxiv 2026-05-14	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	Exploring Geographic Relative Space in Large Language Models through Activation Patching	arxiv 2026-05-14	238_071 Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs Alex Wissner-Gross	AI	35%
0.62	Enjoy Your Layer Normalization with the Computational Efficiency of RMSNorm	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%
0.62	ROAD: Adaptive Data Mixing for Offline-to-Online Reinforcement Learning via Bi-Level Optimization	arxiv 2026-05-14	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	LoMETab: Beyond Rank-1 Ensembles for Tabular Deep Learning	arxiv 2026-05-14	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	Guided Diffusion Sampling for Precipitation Forecast Interventions	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%
0.62	ProtoMedAgent: Multimodal Clinical Interpretability via Privacy-Aware Agentic Workflows	arxiv 2026-05-13	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.62	Sabres vs. Canadiens: O/U 6.5(market prob: 47%)	polymarket 2026-05-13	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.62	Will the price of Bitcoin be above $80,000 on May 17?(market prob: 4%)	polymarket 2026-05-10	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	“Will Elon Musk mention Dogecoin before June ends?”(market prob: 17%)	manifold 2026-05-17	240_045 White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer) Alex Wissner-Gross	Geopolitics	39%
0.62	Will the price of Bitcoin be above $74,000 on May 20?(market prob: 99%)	polymarket 2026-05-13	SEM_025 Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels. Joseph Moore	Capital Markets	55%
0.62	Will Chainlink go up in the next 24 hours?(market prob: 55%)	manifold 2026-05-18	235_011 PE fund will emerge shortly to buy medium/big companies and install AI digital twin infrastructure. Salim Ismail	Markets/Stocks	47%
0.62	Will ChatGPT personal finance release for Plus Plans in 2026?(market prob: 71%)	manifold 2026-05-18	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.62	Claude 5 released by End of September 2026?(market prob: 78%)	manifold 2026-05-18	246_021 GPT-5.5 Spud will be released imminently (within days). Alex Wissner-Gross	AI	38%
0.62	Will Bernard Cazeneuve win the 2027 French presidential election?(market prob: 1%)	polymarket 2025-11-12	234_035 Massive social unrest will come before the next US presidential election Dave Blundin	Geopolitics	50%
0.62	Will Bitcoin reach $115,000 in May?(market prob: 0%)	polymarket 2026-05-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	Will the price of Bitcoin be above $80,000 on May 20?(market prob: 1%)	polymarket 2026-05-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	Will there be a trend spike for The Third Man Theme before 2038?(market prob: 29%)	manifold 2026-05-19	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.62	Will "Convergent Abstraction Hypothesis" make the top fifty posts in LessWrong's 2026 Annual Review?(market prob: 9%)	manifold 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%
0.62	Will "Convergent Abstraction Hypothesis" make the top fifty posts in LessWrong's 2026 Annual Review?(market prob: 9%)	manifold 2026-05-18	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.62	Protein Fold Classification at Scale: Benchmarking and Pretraining	arxiv 2026-05-18	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.62	When Fireflies Cluster; Enhancing Automatic Clustering via Centroid-Guided Firefly Optimization	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%
0.62	Decoupled Conformal Optimisation: Efficient Prediction Sets via Independent Tuning and Calibration	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%
0.62	Decoupled Conformal Optimisation: Efficient Prediction Sets via Independent Tuning and Calibration	arxiv 2026-05-18	ROB_025 Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati... Peter Dannenberg	Biotech/Longevity	70%
0.62	Dynamic Elliptical Graph Factor Models via Riemannian Optimization with Geodesic Temporal Regularization	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%
0.62	A note on connections between the Föllmer process and the denoising diffusion probabilistic model	arxiv 2026-05-18	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.62	New Insight of Variance reduce in Zero-Order Hard-Thresholding: Mitigating Gradient Error and Expansivity Contradictions	arxiv 2026-05-18	CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner	AI	50%
0.62	Attention Sinks and Outliers in Attention Residuals	arxiv 2026-05-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Multi-site PPG: An In-the-Wild Physiological Dataset from Emerging Multi-site Wearables	arxiv 2026-05-18	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.62	Testable and Actionable Calibration for Full Swap Regret	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%
0.62	L-Drive: Beyond a Single Mapping-Latent Context Drives Time Series Forecasting	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	L-Drive: Beyond a Single Mapping-Latent Context Drives Time Series Forecasting	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%
0.62	PEIRA: Learning Predictive Encoders through Inter-View Regressor Alignment	arxiv 2026-05-17	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Will Ivan Cepeda Castro win the 2026 Colombian presidential election?(market prob: 14%)	polymarket 2025-07-28	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.62	Will Alphabet be the third-largest company in the world by market cap on May 31?(market prob: 0%)	polymarket 2026-04-16	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.62	Will XRP reach $1.60 in May?(market prob: 1%)	polymarket 2026-05-01	247_001 xAI will IPO at $2 trillion valuation this coming summer Peter Diamandis	AI	42%
0.62	Will the Internet Computer Protocol token/coin (ICP) reach $3.50 by end of June 30, 2026?(market prob: 40%)	manifold 2026-05-29	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	How will I do on ARML 2026	manifold 2026-05-26	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.62	Which site will have the highest average team score at ARML 2026?	manifold 2026-05-25	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%
0.62	How many unique emoji will there be at the end of 2028?	manifold 2026-05-24	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.62	Hista and Numca: Estimate State Value Effectively for LLM Reinforcement Learning	arxiv 2026-05-28	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.62	LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs	arxiv 2026-05-28	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.62	Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling	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%
0.62	Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling	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%
0.62	VikingMem: A Memory Base Management System for Stateful LLM-based Applications	arxiv 2026-05-28	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.62	Quotient DAGs for Off-Policy Evaluation:Forward-Flow Importance Sampling and Exact Slate Propensities	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%
0.62	Striding Across Reynolds Numbers: Representation Geometry in Neural PDE Generalisation	arxiv 2026-05-28	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.62	Q-ANCHOR: Federated Quantum Learning with ZNE-guided Correction	arxiv 2026-05-28	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	Q-ANCHOR: Federated Quantum Learning with ZNE-guided Correction	arxiv 2026-05-28	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	Treatment-Conditioned Diffusion for Forecasting Neurodegenerative Disease Progression	arxiv 2026-05-28	AUT_013 'Unsupervised' Tesla Robotaxis will achieve operational capability across 25-50% of the United States by end of 2026 — initial production slow but deployment scales to capture multi-trillion-dollar transportation market. Humanoid robots (Optimus) event... Elon Musk	Auto/Transport	15%
0.62	EMAG: Differentiable 4D Gaussian Mixture Splatting for EEG Spatial Super-Resolution	arxiv 2026-05-28	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.62	Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting	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%
0.62	Eigen-Spike Emergence and Quadratic Equivalents for Conjugate Kernels on Nonlinearly Separable Data	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%
0.62	FPLIER: Federated Pathway-Level Information Extractor	arxiv 2026-05-28	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.62	Learning to Perturb Hidden Representations for Generalizable Deep Learning	arxiv 2026-05-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Composing Non-Conjugate Factor Graphs with Closed-Form Variational Inference	arxiv 2026-05-28	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%
0.62	Kernel-based potential mean-field games with unbiased random Fourier $U$-statistics	arxiv 2026-05-28	INF_043 Unit cost of intelligence will drop at a rate far exceeding Moore's Law, driving explosive demand growth that filters out to edge devices and localized small models. Marc Andreessen	AI	47%
0.62	Causal Label Recovery in Payment Networks	arxiv 2026-05-28	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.62	Knowing What to Solve Before How: Preplan Empowered LLM Mathematical Reasoning	arxiv 2026-05-28	238_020 Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently) Alex Wissner-Gross	AI	61%
0.62	Adaptive Targeted Dynamic Chunking for Tokenization-Free Hierarchical Model	arxiv 2026-05-28	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.62	Causal Interventions on Continuous Variables: A Case Study on Verb Bias in Steering Vectors for In-Context Learning	arxiv 2026-05-28	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.62	Beyond English and Evasion: A Human-Annotated Multi-Domain Benchmark for High-Stakes LLM Safety Evaluation in Chinese	arxiv 2026-05-28	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.62	GAPD: Gold-Action Policy Distillation for Agentic Reinforcement Learning in Knowledge Base Question Answering	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%
0.62	Learning to Feel Materials from Multisensory Tactile Data via Interpretable Models	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%
0.62	FDA ANDA207812: METHOTREXATE SODIUM (METHOTREXATE SODIUM) — ZYDUS PHARMS	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%
0.62	FDA ANDA040191: MEPERIDINE HYDROCHLORIDE (MEPERIDINE HYDROCHLORIDE) — STRIDES PHARMA INTL	fda 2026-06-18	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.62	huggingface/transformers v5.9.0	github_release 2026-05-20	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%
0.62	Will TYLOO win IEM Cologne Major 2026?(market prob: 0%)	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	63%
0.62	Will 9z win IEM Cologne Major 2026?(market prob: 0%)	polymarket 2026-04-06	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%
0.62	US Gas Price on June 15?	manifold 2026-05-31	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	US Gas Price $4.100 or below in June 2026?(market prob: 38%)	manifold 2026-05-31	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	Will the price of Bitcoin be above $70,000 on June 2?(market prob: 83%)	polymarket 2026-05-26	SEM_039 Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory. Jack Dorsey	Semis/ASICs	83%
0.62	Will BetBoom win IEM Cologne Major 2026?(market prob: 4%)	polymarket 2026-04-06	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%
0.62	Will BetBoom win IEM Cologne Major 2026?(market prob: 4%)	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	63%
0.62	Bitcoin Up or Down on June 2?(market prob: 47%)	polymarket 2026-05-31	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.62	What Happens First: James Bond actor officially announced or Elon Musk a trillionaire?	manifold 2026-06-01	238_052 $100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk) Elon Musk	Markets/Stocks	24%
0.62	Will a rover from Earth land on the planet Mercury by EOY 2051?(market prob: 69%)	manifold 2026-05-30	246_014 Elon's stated orbital refueling and Mars/Moon timelines will slip. Alex Wissner-Gross	Space	41%
0.62	FDA ANDA208052: LURASIDONE HYDROCHLORIDE (LURASIDONE HYDROCHLORIDE) — ZYDUS PHARMS	fda 2026-05-14	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.62	openai/openai-python v2.40.0	github_release 2026-06-01	241_037 Chinese AI strategy will stay open source / open weights Eric Schmidt	AI	49%
0.62	Will Bitcoin dip to $55,000 in June?(market prob: 12%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.62	Will the price of Bitcoin be above $80,000 on June 4?(market prob: 0%)	polymarket 2026-05-28	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.62	Will the price of Bitcoin be above $78,000 on June 3?(market prob: 0%)	polymarket 2026-05-27	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.62	Will Bitcoin dip to $50,000 by December 31, 2026?(market prob: 50%)	polymarket 2026-02-05	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.62	Will M80 win IEM Cologne Major 2026?(market prob: 0%)	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	63%
0.62	Will New Glenn fly again in 2026?(market prob: 9%)	manifold 2026-06-02	COD_SPC_007 NASA ESCAPADE arrives at Mars in fall 2027 after 2026 Earth gravity assist Codex Research Pack	Space	43%
0.62	Will Virgin Galactic (SPCE) close at or above $8.00 on June 18, 2026?(market prob: 21%)	manifold 2026-05-31	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.62	Bridging the Sim-to-Real Gap in Semiconductor Visual Program Synthesis via Input Binarization	arxiv 2026-06-01	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	Quantitative Movement Testing: Measuring Patient Movements from a Single Smartphone Video	arxiv 2026-06-01	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%