Validations Queue

80,311 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 134 of 373, 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)

80,311

Reviewed

Filtered

74,586

page 134 / 373

Showing on page

200

Filters

URL params control source + min-similarity threshold

Source

All (80311)arxiv (36176)codex_research_pack (134)edgar_8k (3091)fda (3245)gdelt (1218)github_release (3027)manifold (8764)polymarket (24656)

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
0.63	AgenticNav: Zero-Shot Vision-and-Language Navigation as a Tool-Calling Harness	arxiv 2026-06-09	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	Uncertainty-Aware Motion Planning for Autonomous Driving in Mixed Traffic Environment	arxiv 2026-06-08	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.63	Normal ordering in string theory and the canonical phase space quantization	arxiv 2026-06-09	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.63	facebookresearch/esm v1.0.0	github_release 2022-08-22	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%
0.63	Will Bitcoin dip to $58,000 June 8-14?(market prob: 0%)	polymarket 2026-06-08	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Bitcoin Up or Down on June 12?(market prob: 73%)	polymarket 2026-06-10	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.63	Bitcoin Up or Down on June 12?(market prob: 73%)	polymarket 2026-06-10	TK12 Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)	—	8%
0.63	Will Jumanji 3 be the top grossing movie of 2026?(market prob: 1%)	polymarket 2025-11-12	235_002 Anthropic will exceed OpenAI in revenue this year (2026). Dave Blundin	AI	75%
0.63	Virgin Galactic Holdings, Inc (SPCE) (CIK 0001706946)	edgar_8k 2026-06-10	240_026 Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company Dave Blundin	Markets/Stocks	42%
0.63	Reinforcement Learning Disrupts Gradient-Based Adversarial Optimization	arxiv 2026-06-10	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	nD-RoPE: A Generalized RoPE for n-Dimensional Position Embedding	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Multi-View In-Cabin Monitoring System for Public Transport Vehicles	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	Information-Theoretic Decomposition for Multimodal Interaction Learning	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	MPC-Patch-Bench: Security-Aware LLM Code Patch for Multi-Party Computation	arxiv 2026-06-09	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	When Probing Accuracy Saturates, Fragility Resolves: A Complementary Metric for LLM Pre-Training Analysis	arxiv 2026-06-09	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-Driven Incremental Compression for Multi-Turn Dialogue Generation	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	How Low Can You Go? Active Learning for Sparse Model Discovery in the Ultra-Low-Data Limit	arxiv 2026-06-10	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	DAM-VLA: Decoupled Asynchronous Multimodal Vision Language Action model	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	PAWS: Preference Learning with Advantage-Weighted Segments	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	RePAIR: Predictive Self-Supervised Representation Learning in Chess	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	SPADE: Split-and-Delay Embeddings for Autoregressive High-Granularity Calorimeter Simulation	arxiv 2026-06-09	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.63	An Ontology-Guided Multi-Anchor Graph Retrieval Framework for Traffic Legal Liability Determination	arxiv 2026-06-10	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.63	Improving Cross-Format Robustness in Language Models with Multi-Format Training	arxiv 2026-06-10	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	Scenario-based Probing and Steering Cultural Values in Large Language Models--Extended Version	arxiv 2026-06-09	AI_035 In a world where superintelligent AI can perform all economically valuable, scientific, and creative tasks, humanity faces profound existential questions regarding its 'meaning of life' — potentially leaving humans without a primary teleological purpos... Nick Bostrom	Other	37%
0.63	APT: Action Expert Pretraining Improves Instruction Generalization of Vision-Language-Action Policies	arxiv 2026-06-10	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	Cross-Modal Benchmarking for Robotic Perception in Natural Environments	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	Adversarial Attacks on Learned Policies for Surgical Robotic Tasks	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	Will the price of Bitcoin be above $62,000 on June 13?(market prob: 96%)	polymarket 2026-06-06	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $58,000 on June 13?(market prob: 100%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $68,000 on June 13?(market prob: 0%)	polymarket 2026-06-06	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Multi-Agent Reinforcement Learning from Delayed Marketplace Feedback for Objective-Weight Adaptation in Three-Sided Dispatch	arxiv 2026-06-11	AI_015 Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers. Emad Mostaque	AI	35%
0.63	Evaluation Sovereignty in Metadata-Driven Classification: A Multi-Track Framework for Weakly Supervised Information Systems	arxiv 2026-06-11	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.63	Optimizing Appliance Scheduling for Solar Energy Management Using Metaheuristic Algorithms	arxiv 2026-06-11	FUT_010 Fundamental cost of clean electricity drops by another multiple of 4 over 2026-2031+; precipitous decline drives solar to ~1/3 of all global electricity generation. Wright's Law mathematical certainty applied to silicon PV + lithium-ion storage + elect... Ramez Naam	Energy	70%
0.63	Efficient, Robust, and Anti-Collusion Fingerprinting of Image Diffusion Models	arxiv 2026-06-11	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	SymQNet: Amortized Acquisition for Low-Latency Adaptive Hamiltonian Learning	arxiv 2026-06-11	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Distribution-Agnostic Robust Trajectory Optimization via Chance-Constrained Reinforcement Learning	arxiv 2026-06-11	SPC_021 Relativity Space will revolutionize manufacturing of atmospheric and orbital vehicles by layering AI/ML software with intelligent robotics — drastically reducing part counts and manufacturing latency via autonomous rocket-construction pipelines. Eric Schmidt	Space	45%
0.63	Accelerating Speculative Diffusions via Block Verification	arxiv 2026-06-11	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%
0.63	Navigating the Safety-Fidelity Trade-off: Massive-Variate Time Series Forecasting for Power Systems via Probabilistic Scenarios	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	CLARITree: Cholesky and Lookahead Accelerations for Regression with Interpretable Piecewise Linear Trees	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	Deep Unfolded Latent Optimally Partitioned-l2/l1 Networks for Data-driven Block-Sparse Recovery	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Fed-FBD: Federated Functional Block Diversification for Isolation, Privacy, and Surgical Unlearning	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	The Metric Picks the Winner: Evaluation Choice Flips Model Rankings for Drug-Response Prediction in Unseen Chemistry	arxiv 2026-06-10	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.63	The Metric Picks the Winner: Evaluation Choice Flips Model Rankings for Drug-Response Prediction in Unseen Chemistry	arxiv 2026-06-10	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%
0.63	Viral Proteins Reveal Geometry of Protein Language Models	arxiv 2026-06-10	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%
0.63	MÖVE: A Holistic LLM Benchmark for the German Public Sector	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	LoHoSearch: Benchmarking Long-Horizon Search Agents Beyond the Human Difficulty Ceiling	arxiv 2026-06-11	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.63	facebookresearch/pytorchvideo 0.1.0	github_release 2021-04-13	232_008 Real-time AI video generation will break any video/voice-based security mechanisms. Ben Horowitz	AI	46%
0.63	Will the price of Bitcoin be above $58,000 on June 14?(market prob: 100%)	polymarket 2026-06-07	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Robinhood still be offering prediction markets in 2027(market prob: 90%)	manifold 2026-06-13	246_030 DeepSeek V4 will NOT shock markets like prior DeepSeek releases. Alex Wissner-Gross	Markets/Stocks	34%
0.63	facebookresearch/fairseq v0.10.0	github_release 2020-11-12	239_004 xAI/Grok will catch up and exceed competitors on coding by mid-2026 Elon Musk	AI	40%
0.63	facebookresearch/fairseq v0.9.0	github_release 2019-12-04	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%
0.63	When will there be a closed loop life support demonstration on Earth?	manifold 2026-06-14	S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030	humanoid_deployment	20%
0.63	Bitcoin Up or Down on June 16?(market prob: 21%)	polymarket 2026-06-14	TK12 Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)	—	8%
0.63	Will this market get between 10-20 unique traders by June 20?(market prob: 25%)	manifold 2026-06-15	235_027 Longevity VC market expected to grow from $8.5B in 2024 to $12-18B in 2026. Peter Diamandis	Biotech/Longevity	46%
0.63	US Gas Price on July 1?	manifold 2026-06-14	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Virgin Galactic Holdings, Inc (SPCE) (CIK 0001706946)	edgar_8k 2026-06-15	240_026 Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company Dave Blundin	Markets/Stocks	42%
0.63	facebookresearch/pytorch3d v0.7.5	github_release 2023-10-31	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	facebookresearch/pytorch3d v0.2.5	github_release 2020-08-28	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 Jordan win on 2026-06-17?(market prob: 11%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	HAMON: Passive Optical Sequence Mixing for Long-Horizon Forecasting	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	Probing Low Frame Rate Degradation in Neural Audio Codecs	arxiv 2026-06-15	238_024 AI token speed will jump from ~50 tokens/sec to ~1,000 tokens/sec (Cerebras) Emad Mostaque	AI	37%
0.63	Decoupling Semantics from Distortions: Multi-Scale Two-Stream Vision-Language Alignment for AI-Generated Image Quality Assessment	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	A First-Principles Derivation of LLM Policy Optimization: From Expected Reward to GRPO and Its Structural Extensions	arxiv 2026-06-15	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.63	Training and Evaluating Diffusion Policies with Long Context Lengths	arxiv 2026-06-15	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	ACCORD: Action-Conditioned Contextual Grounding for Language Agents	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	ArtBoost: Synthetic Articulatory Data Augmentation for Acoustic-to-Articulatory Inversion	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	SPARK: Security Knowledge Priming and Representation-Guided Knowledge Activation for LLM-based Secure Code Generation	arxiv 2026-06-15	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.63	AuAu: A Benchmark for Auditing Authoritarian Alignment in Large Language Models	arxiv 2026-06-15	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.63	AuAu: A Benchmark for Auditing Authoritarian Alignment in Large Language Models	arxiv 2026-06-15	CYB_027 Bostrom's orthogonality thesis — an AI system can possess supreme unfathomable intelligence while simultaneously harboring final goals completely indifferent or actively hostile to human survival; intelligence and human morality are completely independ... Nick Bostrom	AI	50%
0.63	Topological Flow Matching	arxiv 2026-06-14	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	NVMOS: Non-Verbal Vocalization Quality Assessment in Speech	arxiv 2026-06-14	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.63	Intelligence Is Not the Bottleneck: Validating an LLM First-Pass Manuscript Score Against Peer-Review Outcomes	arxiv 2026-06-14	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Decoupling Inference from State Updates in Low-Latency Feature Engines via Probabilistic Thinning	arxiv 2026-06-15	CMQ_059 Shift to local compute is driven by: (1) absolute data privacy, (2) cost control for high-volume inference, (3) running uncensored/customized LLMs unavailable on major clouds. Alex Finn	AI	62%
0.63	Beyond the Smile: A Hybrid Convolutional VAE for Crypto Volatility Surfaces	arxiv 2026-06-15	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%
0.63	Fantastic Pretraining Optimizers and Where to Find Them II: Hyperball Optimization	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	The Algebra of Units: From Buckingham's Pi-grec Theorem to Latent-Variable Learning	arxiv 2026-06-15	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.63	MultiMolecule: a modular ecosystem for biomolecular sequence-model workflows	arxiv 2026-06-15	FUT_019 Global market rapidly accelerates bio-industrial circumvention of fractured supply chains 2026-2031: combination of Webb agentic LAMs overseeing vast bio-reactors powered by sub-cent-per-kWh solar energy creates highly-localized completely-autonomous i... Multi-Forecaster Synthesis	Biotech/Longevity	31%
0.63	A Mechanistic Understanding of Pronoun Fidelity in LLMs	arxiv 2026-06-15	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	Understanding the Behaviors of Environment-aware Information Retrieval	arxiv 2026-06-15	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	Progressive Knowledge-Guided Large Language Model Framework for Bearing Fault Diagnosis	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	TopoRetarget: Interaction-Preserving Retargeting for 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	ATHENA: Accelerated Multi-Task Heterogeneous Influence Functions for Robot Data Curation	arxiv 2026-06-15	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.63	PO-PDDL: Learning Symbolic POMDPs from Visual Demonstrations for Robot Planning Under Uncertainty	arxiv 2026-06-14	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	Pixels to Proofs: Probabilistically-Safe Latent World Model Control via Parallel Conformal Robust MPC	arxiv 2026-06-14	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	Perfect Demo Makes Poor Teacher: Learning Robust Alignment from Critical Motion Segments	arxiv 2026-06-14	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	Will the price of Bitcoin be above $58,000 on June 19?(market prob: 100%)	polymarket 2026-06-12	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $60,000 on June 18?(market prob: 99%)	polymarket 2026-06-11	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $66,000 on June 18?(market prob: 7%)	polymarket 2026-06-11	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	o1 FDV above $100M one day after launch?(market prob: 99%)	polymarket 2026-03-10	246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis	Markets/Stocks	79%
0.63	The Stanford EDGAR Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	S4oP: Operator-level Pruning of Structured State Space Models for Resource-Constrained Devices	arxiv 2026-06-16	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	StepGuard: Guarding Web Navigation via Single-Step Calibration	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	Talking to Your Data: Exploring Embodied Conversation as an Interface for Personal Health Reflection	arxiv 2026-06-16	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.63	Visored: A Controlled-Natural-Language Prover for LLM-Generated Mathematics	arxiv 2026-06-16	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.63	Geometry-Aware Post-Hoc Uncertainty Quantification in Operator Learning	arxiv 2026-06-16	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	Discrete Autoregressive Transformer for Generative Mechanism Synthesis	arxiv 2026-06-16	AI_025 Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps. Mark Cuban	AI	60%
0.63	Discrete Autoregressive Transformer for Generative Mechanism Synthesis	arxiv 2026-06-16	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Adaptive Volumetric Mechanical Property Fields Invariant to Resolution	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	Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluation	arxiv 2026-06-16	CYB_012 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di... Alex Finn	AI	44%
0.63	Recursive Scaling in Masked Diffusion Models	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	Qwen-RobotManip Technical Report: Alignment Unlocks Scale for Robotic Manipulation Foundation Models	arxiv 2026-06-16	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.63	From Drift to Coherence: Stabilizing Beliefs in LLMs	arxiv 2026-06-16	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.63	When Dynamics Models Read the Wrong Time Steps: Label-Free Event Credit Re-Anchoring for Robust Global Readouts	arxiv 2026-06-16	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.63	Multi-Adapter PPO: A Cross-Attention Enhanced Wavelength Selection Framework for LIBS Quantitative Analysis	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Sum-of-Squares Degree Barriers for the Reweighted-Hinge Method in Robust Halfspace Learning: A Christoffel-Function Characterization	arxiv 2026-06-15	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	Compositional Skill Routing for LLM Agents: Decompose, Retrieve, and Compose	arxiv 2026-06-16	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	Reading between the Lines: Leveraging Large Language Models for Global Dementia and Depression Assessment from Clinical Interviews	arxiv 2026-06-16	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	The Slop Paradox: How Synthetic Standardization Erodes Clinical Uncertainty and Cross-Modal Alignment in AI-Rewritten Radiology Reports	arxiv 2026-06-16	AI_010 The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'. Andrej Karpathy	AI	90%
0.63	GASE: Gaussian Splatting-Based Automated System for Reconstructing Embodied-Simulation Environments	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Contactless Respiratory Monitoring on Heterogeneous Mobile Robots: A Multimodal Edge-Computing Framework	arxiv 2026-06-16	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.63	NeSyCat Torch: A Differentiable Tensor Implementation of Categorical Semantics for Neurosymbolic Learning	arxiv 2026-06-17	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.63	Mechanism-Guided Selective Unlearning for RLVR-Induced Reasoning	arxiv 2026-06-17	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Beyond Safe Data: Pretraining-Stage Alignment with Regular Safety Reflection	arxiv 2026-06-17	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.63	Pareto Q-Learning with Reward Machines	arxiv 2026-06-17	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.63	Decoupling Search from Reasoning: A Vendor-Agnostic Grounding Architecture for LLM Agents	arxiv 2026-06-17	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.63	Maturing Markov Decision Processes: Decision Making under Increasing Information and Shrinking Action Sets	arxiv 2026-06-17	FUT_021 Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ... Superforecaster Community	AI	46%
0.63	ProfiLLM: Utility-Aligned Agentic User Profiling for Industrial Ride-Hailing Dispatch	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Two-Phase Bilevel Search for the Moving-Target Traveling Salesman Problem with Moving Obstacles	arxiv 2026-06-17	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Two-Phase Bilevel Search for the Moving-Target Traveling Salesman Problem with Moving Obstacles	arxiv 2026-06-17	ROB_012 The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p... David Holz	Semis	71%
0.63	TW-LegalBench: Measuring Taiwanese Legal Understanding	arxiv 2026-06-17	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%
0.63	Augmenting Dysarthric Speech Severity Assessment with MOS Supervision	arxiv 2026-06-17	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%
0.63	QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement	arxiv 2026-06-17	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%
0.63	Sparsity Curse: Understanding RLVR Model Parameter Space from Model Merging	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	PSyGenTAB: A Privacy-Preserving Framework for Synthetic Clinical Tabular Data Generation via Constrained Optimization	arxiv 2026-06-16	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%
0.63	Deep-Learning-Based Pixelated Microwave Filter Design and Characterization using Electro-Optical Electric-Field Measurements	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	Redact or Keep? A Fully Local AI Cascade for Educational Dialogue De-Identification	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	The Stanford EDGAR Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Freeing the Law with LOCUS: A Local Ordinance Corpus for the United States	arxiv 2026-06-17	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	A Human-in-the-Loop Bayesian Optimization Framework for Constraint-Aware Bioprocess Development	arxiv 2026-06-17	CYB_024 The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security... Eric Schmidt	Defense	17%
0.63	OpenAnt: LLM-Powered Vulnerability Discovery Through Code Decomposition, Adversarial Verification, and Dynamic Testing	arxiv 2026-06-17	231_017 A major supply chain attack from untrusted open-weight code generation models is absolutely a threat vector. Alex Wissner-Gross	AI	42%
0.63	Investigating Inductive Biases for Machine Learning Emulation of Sudden Stratospheric Warmings in Idealised Isca Simulations	arxiv 2026-06-17	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	Ensuring Trustworthy Online A/B Testing: Addressing Five Key Questions on CUPED	arxiv 2026-06-17	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.63	MetaboNet-Bench: A Multi-modal Benchmark for Glucose Forecasting in Type 1 Diabetes	arxiv 2026-06-17	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	Bridging Data Gaps in Structural Fragility Modeling through Transfer Learning: Methodology and Case Studies	arxiv 2026-06-17	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	Toward Simultaneously Optimal Regret in U-Calibration	arxiv 2026-06-16	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.63	Compact Geometric Representations of Hierarchies	arxiv 2026-06-16	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	The Illusion of Improvement: Reject Inference Strategies in Credit Scoring	arxiv 2026-06-16	230_040 AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly. Peter Diamandis	AI	50%
0.63	Do Time Series Foundation Model Benchmarks Hide Regime-Dependent Failures? Evidence from Traffic Speed Forecasting	arxiv 2026-06-16	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.63	ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets	arxiv 2026-06-16	AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis	AI	38%
0.63	Reliable Neural-Codec Text-to-Speech by ASR Self-Verification and Distillation: Near-Zero Catastrophic Failures Across Models and Codecs	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	Efficient Financial Language Understanding via Distillation with Synthetic Data	arxiv 2026-06-17	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%
0.63	VISUALSKILL: Multimodal Skills for Computer-Use Agents	arxiv 2026-06-16	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.63	Monocular 3D Occupancy Perception for Robots on Sidewalks via Hybrid 2D-3D Learning	arxiv 2026-06-17	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%
0.63	DNN Koopman-Based Deviation Compensation for UGV Path Tracking Control on Coupled Slope and Potholed Road	arxiv 2026-06-17	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	SC3-Eval: Evaluating Robot Foundation Models via Self-Consistent Video Generation	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Qwen-RobotManip Technical Report: Alignment Unlocks Scale for Robotic Manipulation Foundation Models	arxiv 2026-06-16	INF_025 Figure AI targets deployment of 100,000 general-purpose humanoid robots by 2029, networked to a centralized 'universal brain' capable of controlling any robot body on Earth — requiring continuous high-bandwidth DC-to-edge data streams. Brett Adcock	Robotics	37%
0.63	Will Crude Oil (CL) hit (HIGH) $100 by end of June?(market prob: 2%)	polymarket 2026-06-10	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Multi-View Decompilation for LLM-Based Malware Classification	arxiv 2026-06-18	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.63	Variable-Length Tokenization via Learnable Global Merging for Diffusion Transformers	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Advancing DialNav through Automatic Embodied Dialog Augmentation	arxiv 2026-06-18	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	Beyond Uniform Forgetting: A Study of Sequential Direct Preference Optimization Across Preference Settings	arxiv 2026-06-18	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Review of Machine Learning Models for Solar Energetic Particle Prediction	arxiv 2026-06-17	242_002 Long-term petawatt compute will come only from lunar mass drivers Peter Diamandis	Space	37%
0.63	DeXposure-Claw: An Agentic System for DeFi Risk Supervision	arxiv 2026-06-17	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.63	Optimal Deterministic Multicalibration and Omniprediction	arxiv 2026-06-18	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.63	Fisher-Geometric Sharpness and the Implicit Bias of SGD toward Flat Minima	arxiv 2026-06-18	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.63	What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Alzheimer's Disease Diagnosis using a Multimodal Approach with 3D MRI and PET	arxiv 2026-06-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Comparative Study on Agility, Efficiency, and Impact Absorption of Bipedal Robots with Active Toes	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning	arxiv 2026-06-17	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	A Solver-Free Training Method for Predict-then-Optimize	arxiv 2026-06-17	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.63	Predicting Mergeability of Parameter-Efficient Fine-Tuning Updates	arxiv 2026-06-17	CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz	AI	77%
0.63	NAMESAKES: Probing Identity Memorization in Text-to-Image Models	arxiv 2026-06-18	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	Fast Human Attention Prediction for Fixation-guided Active Perception in Autonomous Navigation	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Autonomous Driving with Priority-Ordered STL Specifications Under Multimodal Uncertainty	arxiv 2026-06-18	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	Autonomous Driving with Priority-Ordered STL Specifications Under Multimodal Uncertainty	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Autonomous Driving with Priority-Ordered STL Specifications Under Multimodal Uncertainty	arxiv 2026-06-18	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	Motor Angular Speed Preintegration for Multirotor UAV State Estimation	arxiv 2026-06-18	242_019 EVTOL autonomy will come within ~2 years after piloted version Peter Diamandis	Auto/Transport	50%
0.63	Motor Angular Speed Preintegration for Multirotor UAV State Estimation	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Will Algeria win on 2026-06-22?(market prob: 64%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	Will New Zealand win on 2026-06-21?(market prob: 16%)	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	Will New Zealand win on 2026-06-21?(market prob: 16%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	Will New Zealand vs. Egypt end in a draw?(market prob: 24%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	Will the price of Bitcoin be above $58,000 on June 22?(market prob: 100%)	polymarket 2026-06-15	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $60,000 on June 22?(market prob: 99%)	polymarket 2026-06-15	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will Croatia win on 2026-06-23?(market prob: 64%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	What's the distribution of people across the intersections of Manifold, LessWrong, and AI Safety?	manifold 2026-06-22	230_044 Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats. Peter Diamandis	Geopolitics	51%
0.63	What's the distribution of people across the intersections of Manifold, LessWrong, and AI Safety?	manifold 2026-06-22	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.63	What's the distribution of people across the intersections of Manifold, LessWrong, and AI Safety?	manifold 2026-06-22	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.63	Will Bitcoin dip to $65,000 in April?(market prob: 0%)	polymarket 2026-04-02	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the Democratic Party control the House after the 2026 Midterm elections?(market prob: 81%)	polymarket 2025-07-11	235_007 AI regulation window is this calendar year 2026 before chaos breaks out. Dave Blundin	Geopolitics	45%
0.63	Will Ethereum reach $2,600 in April?(market prob: 0%)	polymarket 2026-04-02	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.63	Goog 380 by end of week?(market prob: 55%)	manifold 2026-04-29	234_018 GPT-5.3 and 5.5 or higher variants could launch in next 10 weeks Alex Wissner-Gross	AI	38%
0.63	Goog 380 by end of week?(market prob: 55%)	manifold 2026-04-29	246_021 GPT-5.5 Spud will be released imminently (within days). Alex Wissner-Gross	AI	38%
0.63	What percentage uptime will the Unofficial GitHub Status Page show for the last 90 Days on May 31st, 2026?	manifold 2026-04-29	240_004 A new repo from 2027 will go from zero to a billion stars in 5 minutes Alex Wissner-Gross	AI	36%
0.63	Will a Waymo self-driving car be involved in a fatal accident before July 1, 2026?(market prob: 8%)	manifold 2026-04-27	243_003 By 2029, Uber will facilitate more autonomous/robotaxi rides than anyone else in the world Dara Khosrowshahi	Auto/Transport	46%
0.63	When will consumer AI be able to read me a book	manifold 2026-04-25	240_041 Consumer killer app tying compute to happiness must be invented within the next year Dave Blundin	AI	45%
0.63	Will warfare robots kill multitudes in a city?(market prob: 11%)	manifold 2026-04-25	229_019 Humanoids will dominate the plurality of all robots; other form factors will be niche. Brett Adcock	Robotics	30%
0.63	Will Christian Affiliation in the United States Increase Over Five Years?(market prob: 24%)	manifold 2026-04-25	241_021 America can raise $5 trillion over 5 years for data center/AI buildout Eric Schmidt	Markets/Stocks	47%
0.63	Will Bitcoin reach $78,000 on April 29?(market prob: 1%)	polymarket 2026-04-29	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%
0.63		gdelt 2026-04-30	TK11 Autonomous Regulatory Block (Level 4 Halt)	—	10%
0.63		gdelt 2026-04-30	TK15 SpaceX Starship Catastrophic Failure	—	12%
0.63		gdelt 2026-04-30	TK11 Autonomous Regulatory Block (Level 4 Halt)	—	10%
0.63		gdelt 2026-04-30	TK04 Macro Recession 2026-27 (Structural Deleveraging)	—	25%
0.63	align algn q1 2026 earnings 234310283.html	gdelt 2026-04-30	TK04 Macro Recession 2026-27 (Structural Deleveraging)	—	25%
0.63	Map Handicap: VIT (-1.5) vs G2 (+1.5)(market prob: 0%)	polymarket 2026-04-29	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	Xi Jinping out by June 30?(market prob: 1%)	polymarket 2025-12-17	FUT_008 China ceases to exist as functional unified economic superpower within next 10 years — terminal horizon ~2036 with severe undeniable systemic degradation fully visible 2026-2031. Unique-compromised demographic pyramid (One-Child Policy + fastest urbani... Peter Zeihan	Geopolitics	30%
0.63	Will Clémence Guetté win the 2027 French presidential election?(market prob: 1%)	polymarket 2025-11-12	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.63	Will NASA Astronomy Picture of the Day mention the Moon when this resolves?(market prob: 18%)	manifold 2026-04-30	232_048 Earth will develop a visible halo/ring of AI satellites; could be visible at night and possibly day. Alex Wissner-Gross	Space	37%
0.63	Will the price of Bitcoin be above $76,000 on May 2?(market prob: 97%)	polymarket 2026-04-25	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%