Validations Queue

75,032 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 56 of 83, 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)

75,032

Reviewed

Filtered

16,486

page 56 / 83

Showing on page

200

Filters

URL params control source + min-similarity threshold

Source

All (75032)arxiv (33970)codex_research_pack (134)edgar_8k (3041)fda (3105)gdelt (1218)github_release (3022)manifold (8221)polymarket (22321)

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
0.66	Beyond Probabilistic Similarity: Structural, Temporal, and Causal Limitations of Retrieval-Augmented Generation in the Legal Domain	arxiv 2026-06-08	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%
0.66	Beyond Probabilistic Similarity: Structural, Temporal, and Causal Limitations of Retrieval-Augmented Generation in the Legal Domain	arxiv 2026-06-08	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...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%
0.66	Beyond Probabilistic Similarity: Structural, Temporal, and Causal Limitations of Retrieval-Augmented Generation in the Legal Domain	arxiv 2026-06-08	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%
0.66	Learning to Attack and Defend: Adaptive Red Teaming of Language Models via GRPO	arxiv 2026-06-08	232_044 There will be police agents, defense agents, and public health agents monitoring rogue AI agents via defensive co-scaling. Alex Wissner-Gross	AI	42%
0.66	CT-VAM: A Cerebello-Thalamic-Inspired Vision-Action Model for Efficient Visuomotor Control	arxiv 2026-06-08	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%
0.66	Optimizing Energy-based Neural Network Training with Coherent Ising Machine	arxiv 2026-06-08	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%
0.66	Hybridizing Equilibrium Propagation with Ising Machines for Efficient Energy-Based Learning	arxiv 2026-06-08	SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba	AI/Hardware	71%
0.66	A Unifying Lens on Reward Uncertainty in RLHF	arxiv 2026-06-08	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%
0.66	PAI: Preserving Amplitude Information in Representation-Based Time-Series Anomaly Detection	arxiv 2026-06-08	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%
0.66	Structure-Conditioned Actor-Critic Branches for Quality-Diversity Reinforcement Learning	arxiv 2026-06-07	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%
0.66	Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery	arxiv 2026-06-07	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%
0.66	Echo-Memory: A Controlled Study of Memory in Action World Models	arxiv 2026-06-08	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%
0.66	Your Model Already Knows: Attention-Guided Safety Filter for Vision-Language-Action Models	arxiv 2026-06-08	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%
0.66	Code Is More Than Text: Uncertainty Estimation for Code Generation	arxiv 2026-06-08	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%
0.66	Improved Convergence Analysis of Topology Dependence in Decentralized SGD	arxiv 2026-06-08	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%
0.66	Stabilizing On-Policy Distillation for MLLM Reasoning with Global Normalization	arxiv 2026-06-08	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%
0.66	Beyond FLOPs: Benchmarking Real Inference Acceleration of LLM Pruning under a GEMM-Centric Taxonomy	arxiv 2026-06-08	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%
0.66	Parameter Tuning with Generalization Guarantees for GPU-Accelerated Linear Programming	arxiv 2026-06-07	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%
0.66	How Much Capacity Does EEG Denoising Need? Ultra-Compact Networks reveal Benchmark Saturation and Metric-Utility Gap	arxiv 2026-06-07	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%
0.66	Where Does the Answer Come From? Benchmarking View-Level Visual Evidence Identification in Multi-View MLLMs for Autonomous Driving	arxiv 2026-06-08	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%
0.66	Civil Court Simulation with Large Language Models	arxiv 2026-06-08	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%
0.66	ProbeAct: Probe-Guided Training-Free Failure Recovery in Vision-Language-Action Models	arxiv 2026-06-08	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%
0.66	PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation	arxiv 2026-06-07	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%
0.66	anthropics/anthropic-sdk-python v0.108.0	github_release 2026-06-09	247_060 Anthropic will win over OpenAI via better/smarter AI regardless of installed base Dave Blundin	AI	50%
0.66	Will Elon Musk post 320-339 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 340-359 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 260-279 tweets from June 5 to June 12, 2026?(market prob: 1%)	polymarket 2026-06-02	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 300-319 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Base launch a token by June 30, 2026?(market prob: 1%)	polymarket 2025-12-04	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.66	Will Elon Musk post 200-219 tweets from June 5 to June 12, 2026?(market prob: 34%)	polymarket 2026-06-02	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will the price of Bitcoin be above $64,000 on June 11?(market prob: 5%)	polymarket 2026-06-04	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%
0.66	Will Elon Musk post 420-439 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.66	Piper: A Programmable Distributed Training System	arxiv 2026-06-09	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.66	ReasonAlloc: Hierarchical Decoding-Time KV Cache Budget Allocation for Reasoning Models	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%
0.66	Towards Autonomous Accelerator Design: FPGA Accelerator Generation with SECDA	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%
0.66	Unifying Local Communications and Local Updates for LLM Pretraining	arxiv 2026-06-09	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%
0.66	Unifying Local Communications and Local Updates for LLM Pretraining	arxiv 2026-06-09	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%
0.66	Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning	arxiv 2026-06-09	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.66	Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation	arxiv 2026-06-09	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%
0.66	Decentralized Multi-Agent Systems with Shared Context	arxiv 2026-06-09	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.66	Test-time Adversarial Takeover: A Real-time Hijacking Interface against Robotic Diffusion Policies	arxiv 2026-06-09	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%
0.66	Hyperbolic Neural Population Geometry Benefits Computation	arxiv 2026-06-08	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%
0.66	Learning Doubly Sparse Explicitly Conditioned Transforms	arxiv 2026-06-09	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Bittensor Agent Arenas as a Trajectory Primitive: Distilling a Shopping Agent from ShoppingBench Subnet Traces	arxiv 2026-06-08	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%
0.66	RedAct: Redacting Agent Capability Traces for Procedural Skill Protection	arxiv 2026-06-09	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	61%
0.66	REAL: A Reasoning-Enhanced Graph Framework for Long-Term Memory Management of LLMs	arxiv 2026-06-09	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.66	anthropics/anthropic-sdk-python v0.109.1	github_release 2026-06-09	231_001 Anthropic model family is closest to embodying the singularity and recursive self-improvement today. Alex Wissner-Gross	AI	41%
0.66	Will Elon Musk post 500+ tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 500+ tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will Elon Musk post 100-119 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	SpikeDecoder: Realizing the GPT Architecture with Spiking Neural Networks	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	DuoBench: A Reproducible Benchmark for Bimanual Manipulation in Simulation and the Real World	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%
0.66	Are LLMs Bad at Moral Reasoning?	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%
0.66	On Subquadratic Architectures: From Applications to Principles	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	Claw-SWE-Bench: A Benchmark for Evaluating OpenClaw-style Agent Harnesses on Coding Tasks	arxiv 2026-06-10	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.66	Learning What to Say to Your VLA: Mostly Harmless Vision Language Action Model Steering	arxiv 2026-06-10	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.66	Re-evaluating Confidence Remasking in Masked Diffusion Language Models	arxiv 2026-06-10	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.66	RePAIR: Predictive Self-Supervised Representation Learning in Chess	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%
0.66	A Scalable PyTorch Abstraction for Multi-GPU Gaussian Splatting	arxiv 2026-06-09	240_021 Post-transformer architecture will be even more specialized than GPUs Alex Wissner-Gross	AI	35%
0.66	Energy-Conserved Neural Pipelines: Attenuating Error Propagation in Modular Neural Networks via Physical Conservation Constraints	arxiv 2026-06-09	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.66	RedAct: Redacting Agent Capability Traces for Procedural Skill Protection	arxiv 2026-06-09	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	61%
0.66	Steering Multirobot Behavior via Closed-Loop Affine Activation Editing	arxiv 2026-06-09	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%
0.66	Will Elon Musk post 140-159 tweets from June 9 to June 16, 2026?(market prob: 7%)	polymarket 2026-06-06	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will the price of Bitcoin be above $68,000 on June 13?(market prob: 0%)	polymarket 2026-06-06	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	[Short Fuse] Will Anthropi reset Max users' limit in the next 7 days?(market prob: 33%)	manifold 2026-06-12	235_002 Anthropic will exceed OpenAI in revenue this year (2026). Dave Blundin	AI	75%
0.66	Automated reproducibility assessments in the social and behavioral sciences using large language models	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%
0.66	AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility	arxiv 2026-06-11	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%
0.66	Existence Precedes Value: Joint Modeling of Observational Existence and Evolving States in Time Series Forecasting	arxiv 2026-06-11	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	61%
0.66	An LLM System for Autonomous Variational Quantum Circuit Design	arxiv 2026-06-11	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.66	A Quantitative Experimental Repeated Measures Study of Training Dynamics in a Small Llama Style Language Model Under a Compute-Aware Token Budget	arxiv 2026-06-11	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.66	Can I Buy Your KV Cache?	arxiv 2026-06-11	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.66	Once-for-All: Scalable Simultaneous Forecasting via Equilibrium State Estimation	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%
0.66	Different Layers, Different Manifolds: Module-Wise Weight-Space Geometry in Transformer Optimization	arxiv 2026-06-11	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.66	MOSAIC: Modality-Specific Adaptation for Incremental Continual Learning in Parkinson's Disease Gait Assessment	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%
0.66	ReSET: Accurate Latency-Critical NVFP4 Reasoning via Step-Aware Temperature Scaling	arxiv 2026-06-11	SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba	AI/Hardware	71%
0.66	Fault Lines: Navigating Ethics and Responsible AI Where National Policy Meets Local Practice in Public Sector Transformation	arxiv 2026-06-11	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	61%
0.66	Otters++: A Time-to-first-spike Based Energy Efficient Optical Spiking Transformer	arxiv 2026-06-11	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.66	Teach-and-Repeat: Accurately Extracting Operational Knowledge from Mobile Screen Demonstrations to Empower GUI Agents	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%
0.66	Agentic MPC for Semantic Control System Resynthesis	arxiv 2026-06-11	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.66	Reducing the Complexity of Deep Learning Models for EEG Analysis on Wearable Devices	arxiv 2026-06-10	AI_016 The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs. Alex Wissner-Gross	AI	82%
0.66	Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers	arxiv 2026-06-11	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.66	A solvable model for unsupervised federated learning	arxiv 2026-06-11	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.66	Shopping Reasoning Bench: An Expert-Authored Benchmark for Multi-Turn Conversational Shopping Assistants	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%
0.66	RogueAI: A Reverse Turing Test for Detecting Licensed AI Deception in Dialogue	arxiv 2026-06-11	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%
0.66	Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models	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%
0.66	SPARC: Reliable Spatial Annotations from Robot Demonstrations at Scale	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%
0.66	Learning to Adapt: Representation-Based Reinforcement Learning for Multi-Task Skill Transfer	arxiv 2026-06-11	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.66	Will Elon Musk post 420-439 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 0-19 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will Elon Musk post 440-459 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Elon Musk post 480-499 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.66	Will Elon Musk post 220-239 tweets from June 9 to June 16, 2026?(market prob: 6%)	polymarket 2026-06-06	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 320-339 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_MARS_2031PLUS Mars uncrewed: 2031+ transfer window or further delay	mars_uncrewed_landing	25%
0.66	Will Elon Musk post 60-79 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	facebookresearch/fairseq v0.9.0	github_release 2019-12-04	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%
0.66	Will the price of Bitcoin be above $68,000 on June 15?(market prob: 3%)	polymarket 2026-06-08	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will Elon Musk post <40 tweets from June 13 to June 15, 2026?(market prob: 61%)	polymarket 2026-06-11	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.66	Will Elon Musk post <40 tweets from June 13 to June 15, 2026?(market prob: 61%)	polymarket 2026-06-11	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Elon Musk post 300-319 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 300-319 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will Elon Musk post 300-319 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.66	Will Elon Musk post 20-39 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will Elon Musk post 90-114 tweets from June 13 to June 15, 2026?(market prob: 0%)	polymarket 2026-06-11	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Elon Musk post 65-89 tweets from June 13 to June 15, 2026?(market prob: 2%)	polymarket 2026-06-11	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.66	Will Elon Musk post 65-89 tweets from June 13 to June 15, 2026?(market prob: 2%)	polymarket 2026-06-11	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Bitcoin reach $68,000 June 8-14?(market prob: 2%)	polymarket 2026-06-08	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will SpaceX stock crash and close below $100 this year?(market prob: 30%)	manifold 2026-06-13	SPC_002 A SpaceX public-market liquidity event will reach a $1.5 trillion to $2 trillion valuation target — with roughly one-third defensible solely on proven Starlink + launch cash flow, and remaining two-thirds resting on speculative programs (Starship V3, o... Morgan Stanley	Markets/Stocks	45%
0.66	Will the price of Bitcoin be above $66,000 on June 16?(market prob: 67%)	polymarket 2026-06-09	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%
0.66	Will Elon Musk post 100-119 tweets from June 12 to June 19, 2026?(market prob: 0%)	polymarket 2026-06-09	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Ethereum reach $2,200 in June?(market prob: 5%)	polymarket 2026-06-01	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will the price of Bitcoin be above $68,000 on June 17?(market prob: 3%)	polymarket 2026-06-10	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%
0.66	Will Bitcoin reach $68,000 June 15-21?(market prob: 3%)	polymarket 2026-06-15	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	CrossMaps: Confidence-Aware Open-Vocabulary Semantic Mapping for Rover Navigation	arxiv 2026-06-15	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.66	PATCH: Action-Chunk-Conditioned Latent Patch Innovation Monitoring for Robot 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%
0.66	Infant Spontaneous Movement Noise Improves Exploration in Deep RL	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%
0.66	Auditing Reward Hackability in Code RL Training Environments	arxiv 2026-06-14	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%
0.66	Orchestrated Reality: From Role-Play to Living, Playable Game Worlds -- LLM-Driven World Simulation as a Parameterized-Action POMDP	arxiv 2026-06-14	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%
0.66	Theorem-Grounded Execution Ontologies for Interpretable Machine Reasoning	arxiv 2026-06-14	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.66	Free Energy Heuristics: Fast-And-Frugal Cognition as Active Inference Under Uncertain Precision	arxiv 2026-06-14	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.66	Hierarchical Advantage Weighting for Online RL Fine-Tuning of VLAs from Sparse Episode Outcomes	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%
0.66	Tail-Shape Estimation in LLM Evaluation Is Fragile: A Protocol for Diagnosing False Positives	arxiv 2026-06-15	CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis	AI	49%
0.66	KeepLoRA++: Continual Learning with Layer-Scaled Residual Gradient Adaptation	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%
0.66	Machine learning enables roughness-driven inverse design of milling processes	arxiv 2026-06-14	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.66	VisualClaw: A Real-Time, Personalized Agent for the Physical World	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%
0.66	VisualClaw: A Real-Time, Personalized Agent for the Physical World	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%
0.66	Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence	arxiv 2026-06-14	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%
0.66	Contaminated Collaboration: Measuring Gender Bias Transfer in LLM-Assisted Student Writing	arxiv 2026-06-14	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.66	Distilling Examples into Task Instructions: Enhanced In-Context Learning for Real-World B2B Conversations	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%
0.66	TopoRetarget: Interaction-Preserving Retargeting for Dexterous Manipulation	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%
0.66	$λ$-Reachability: Geometric-Horizon Safety Bellman Equations for Humanoid Safety	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%
0.66	Reinforcement Learning-Guided Retrieval with Soft Fusion for Robust Multimodal Imitation Learning under Missing Modalities	arxiv 2026-06-13	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%
0.66	FDA BLA125377: YERVOY (IPILIMUMAB) — BRISTOL MYERS SQUIBB	fda 2026-06-12	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.66	Will the price of Bitcoin be above $72,000 on June 18?(market prob: 0%)	polymarket 2026-06-11	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will the price of Bitcoin be above $68,000 on June 18?(market prob: 1%)	polymarket 2026-06-11	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%
0.66	Will the price of Bitcoin be above $66,000 on June 18?(market prob: 7%)	polymarket 2026-06-11	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%
0.66	Will Elon Musk post 440-459 tweets from June 19 to June 26, 2026?(market prob: 0%)	polymarket 2026-06-16	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Putin, Xi Jinping, or Kim Jong Un out by 2028(market prob: 20%)	manifold 2026-06-17	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%
0.66	Visual Verification Enables Inference-time Steering and Autonomous Policy Improvement	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%
0.66	Looped World Models	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%
0.66	Towards Understanding and Measuring COGNITIVE ATROPHY in LLM Behaviour	arxiv 2026-06-16	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.66	Trustworthy Self-Composable Big-Data-as-a-Service: An LLM-Orchestrated Multi-Agent Framework for Automated Data Engineering, AutoML, MLOps Deployment, and Drift-Aware Lifecycle Optimization	arxiv 2026-06-16	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.66	Shattering the Autoregressive Curse: Dynamic Epistemic Entropy Orchestrated Erasable Reinforcement Learning for LLMs	arxiv 2026-06-16	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.66	EComAgentBench: Benchmarking Shopping Agents on Long-Horizon Tasks with Distributed Hidden Intent	arxiv 2026-06-16	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.66	A Risk Decomposition Framework for Pre-Hoc Fine-Tuning Prediction	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%
0.66	LLM Features Can Hurt GNNs: Concatenation Interference on Homophilous Graph Benchmarks	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%
0.66	MagicSim: A Unified Infrastructure for Executable Embodied Interaction	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%
0.66	A Convex Quasilinearization Method for Solving Nonlinear PDEs with Physics-Informed Neural Networks	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%
0.66	From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning	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%
0.66	Dynamic Rollout Editing for Reducing Overthinking in RL-Trained Reasoning Models	arxiv 2026-06-16	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%
0.66	Beyond Failure Recovery: An Engagement-Aware Human-in-the-loop Framework for Robotic Systems	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%
0.66	WAM-RL: World-Action Model Reinforcement Learning with Reconstruction Rewards and Online Video SFT	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%
0.66	Embodiment Shapes Rolling Behavior in a Multimodal Infant Model	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%
0.66	Will the price of Bitcoin be above $66,000 on June 19?(market prob: 1%)	polymarket 2026-06-12	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%
0.66	Will the price of Bitcoin be above $68,000 on June 19?(market prob: 0%)	polymarket 2026-06-12	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%
0.66	Will the price of Bitcoin be above $70,000 on June 19?(market prob: 0%)	polymarket 2026-06-12	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Before 2028, will over 50 Anthropic employees show up in office in cat ears?(market prob: 9%)	manifold 2026-06-18	247_006 Anthropic ARR will reach $100 billion by end of 2026 Peter Diamandis	AI	50%
0.66	Will Bitcoin be at or above 75k by the end of the month?(market prob: 24%)	manifold 2026-06-17	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	34%
0.66	Correct Yourself, Keep My Trust: How Self-Correction and Social Connection Shape Credibility in Social Chatbots	arxiv 2026-06-17	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%
0.66	Pareto Q-Learning with Reward Machines	arxiv 2026-06-17	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.66	RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents	arxiv 2026-06-17	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%
0.66	Space Is Intelligence: Neural Semigroup Superposition for Riemannian Metric 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%
0.66	Dual-Channel Grounded World Modeling (DCGWM): Structural Prevention of Objective Interference Collapse via Heterogeneous External Grounding with Inward-Only Gradient Flow	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%
0.66	PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes	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%
0.66	SFT Overtraining Predicts Rank Inversion via Entropy Collapse Under RLVR	arxiv 2026-06-16	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.66	Bridging Data Gaps in Structural Fragility Modeling through Transfer Learning: Methodology and Case Studies	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%
0.66	Effects of sparsity and superposition on loss in simple autoencoders	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%
0.66	SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System	arxiv 2026-06-16	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%
0.66	A Mixed-Reality Testbed for Autonomous Vehicles	arxiv 2026-06-17	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%
0.66	A Mixed-Reality Testbed for Autonomous Vehicles	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%
0.66	Will the price of Bitcoin be above $68,000 on April 30?(market prob: 100%)	polymarket 2026-04-23	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%
0.66	Will Elon Musk post 500+ tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 240-259 tweets from April 24 to May 1, 2026?(market prob: 1%)	polymarket 2026-04-21	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will Elon Musk post 120-139 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will Elon Musk post 380-399 tweets from April 24 to May 1, 2026?(market prob: 0%)	polymarket 2026-04-21	SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch	Space	70%
0.66	Will Ben Yan experience AI psychosis in 2026?(market prob: 60%)	manifold 2026-04-24	SEM_041 At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances). Brett Adcock	Robotics	42%
0.66		gdelt 2026-04-30	SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. Joseph Moore	Capital Markets	68%
0.66	MegaETH market cap (FDV) >$6B one day after launch?(market prob: 0%)	polymarket 2025-06-26	246_001 SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history. Peter Diamandis	Markets/Stocks	79%
0.66	Will Elon Musk post 60-79 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will Elon Musk post 40-59 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.66	Will Elon Musk post 100-119 tweets from April 28 to May 5, 2026?(market prob: 0%)	polymarket 2026-04-25	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will MrBeast win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_012 An independent candidate will get outsized support in 2028 despite attacks Andrew Yang	Geopolitics	51%
0.66	Will the price of Bitcoin be above $72,000 on May 2?(market prob: 100%)	polymarket 2026-04-25	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will Moonshot have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	CYB_028 The 2024-2026 AI arms race directly parallels the hyper-speculative early-1990s dot-com bubble and subsequent search-engine wars — while underlying technology is transformative, the vast majority of highly-valued competitors and heavily-funded startups... Mark Cuban	Markets/Stocks	48%
0.66	Will Elon Musk post 90-114 tweets from April 30 to May 2, 2026?(market prob: 1%)	polymarket 2026-04-27	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will Elon Musk post 500+ tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will Elon Musk post 400-419 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.66	Will Elon Musk post 60-79 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.66	Will Elon Musk post 80-99 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Will the price of Bitcoin be above $70,000 on May 3?(market prob: 100%)	polymarket 2026-04-26	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.66	Will Elon Musk post 420-439 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will MrBeast's next video get between 20 and 25 million views on day 1?(market prob: 0%)	polymarket 2026-04-27	238_005 By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free Alex Wissner-Gross	AI	39%
0.66	Will Elon Musk post 460-479 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Will Elon Musk post 460-479 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will I make IMO in 2028(market prob: 49%)	manifold 2026-05-01	241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis	Labor/Jobs	47%
0.66	Will the price of Bitcoin be above $70,000 on May 4?(market prob: 100%)	polymarket 2026-04-27	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%
0.66	Will Elon Musk post 20-39 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.66	Billions FDV above $300M one day after launch?(market prob: 100%)	polymarket 2026-03-13	SPC_002 A SpaceX public-market liquidity event will reach a $1.5 trillion to $2 trillion valuation target — with roughly one-third defensible solely on proven Starlink + launch cash flow, and remaining two-thirds resting on speculative programs (Starship V3, o... Morgan Stanley	Markets/Stocks	45%
0.66	Will Elon Musk post 320-339 tweets from May 1 to May 8, 2026?(market prob: 0%)	polymarket 2026-04-28	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.66	Will Elon Musk post <40 tweets from May 4 to May 6, 2026?(market prob: 15%)	polymarket 2026-05-02	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.66	Billions FDV above $500M one day after launch?(market prob: 0%)	polymarket 2026-03-13	SPC_002 A SpaceX public-market liquidity event will reach a $1.5 trillion to $2 trillion valuation target — with roughly one-third defensible solely on proven Starlink + launch cash flow, and remaining two-thirds resting on speculative programs (Starship V3, o... Morgan Stanley	Markets/Stocks	45%