Validations Queue

94,964 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 281 of 881, 100 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)

94,964

Reviewed

Filtered

88,057

page 281 / 881

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (94964)arxiv (44382)codex_research_pack (134)edgar_8k (3306)fda (4550)gdelt (1218)github_release (3097)manifold (9712)polymarket (28565)

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
0.64	Sign-Rank, Index, and List Replicability: Connections and Separations	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%
0.64	Sign-Rank, Index, and List Replicability: Connections and Separations	arxiv 2026-06-16	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%
0.64	Deep Reinforcement Learning for Minimum Zero-Forcing Sets	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%
0.64	Recursive Scaling in Masked Diffusion Models	arxiv 2026-06-16	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.64	Beyond IGO-Flow: Toward Convergence Analysis of IGO in Continuous Spaces	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%
0.64	Theoretical Grounding of Out-Of-Distribution Detection With Reinforcement Learning Optimizer	arxiv 2026-06-16	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.64	Operator Boosting Produces Pareto-Efficient PDE Surrogates	arxiv 2026-06-16	CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner	AI	50%
0.64	Amortized Probabilistic Retrieval of Atmospheric CO2 from OCO-2 Spectra Using Deep Learning with Laplace Approximations and Normalizing Flows	arxiv 2026-06-16	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.64	From Ad Hoc Pilots to Repeatable Patterns: Structuring Drone Collaboration in Emergency Services with DroneLets	arxiv 2026-06-16	AUT_005 Fundamental convergence between autonomous AI, enterprise software, and global defense infrastructure — future geopolitical supremacy dictated entirely by algorithmic dominance rather than traditional kinetic military assets; autonomous drones, AI-driv... Ben Horowitz	Defense	73%
0.64	WeaveLA: Event Driven Cross-Subtask Latent Memory Weaving for Repetitive Robot Manipulation	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%
0.64	Contactless Respiratory Monitoring on Heterogeneous Mobile Robots: A Multimodal Edge-Computing Framework	arxiv 2026-06-16	S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030	humanoid_deployment	20%
0.64	Unified Motion-Action Modeling for Heterogeneous Robot Learning	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%
0.64	Bitcoin Up or Down on June 19?(market prob: 65%)	polymarket 2026-06-17	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.64	o1 FDV above $200M one day after launch?(market prob: 100%)	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%
0.64	Will this market get 20-30 unique traders by June 29?(market prob: 20%)	manifold 2026-06-18	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.64	Will Bitcoin be at or above 75k at the end of the month?(market prob: 3%)	manifold 2026-06-17	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.64	Trade-offs in Medical LLM Adaptation: An Empirical Study in French QA	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%
0.64	A Taxonomy of Mental Health and Technology Needs for Alzheimer's and Dementia Caregivers	arxiv 2026-06-17	AUT_027 Integration of AI with advanced bio-sensing, quantum computing, and genomics enables humanity to achieve 'Longevity Escape Velocity' — tipping point where medical technology extends human lifespan faster than time passes; continuous biological surveill... Peter Diamandis	Biotech/Longevity	21%
0.64	STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability	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%
0.64	ProductConsistency: Improving Product Identity Preservation in Instruction-Based Image Editing via SFT and RL	arxiv 2026-06-17	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.64	Skill-Guided Continuation Distillation for GUI Agents	arxiv 2026-06-17	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.64	EffiNav: Fusing Depth and Vision-Language for Efficient Object Goal Navigation	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%
0.64	Optimizing Lithium Production Decisions under Geological, Demand, and Pricing Uncertainties: A POMDP Framework for Multi-Objective Decision Making	arxiv 2026-06-17	229_037 With humanoids, Greenland mineral extraction becomes viable even though Europeans at Davos say it's impossible. Peter Diamandis	Energy	21%
0.64	ASTRA: A Scalable Next-Generation ATCO Training Simulator with Autonomous Simpilots	arxiv 2026-06-16	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%
0.64	Quantifying and Auditing LLM Evaluation via Positive--Unlabeled Learning	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%
0.64	Sumi: Open Uniform Diffusion Language Model from Scratch	arxiv 2026-06-17	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%
0.64	TS-Fault: Benchmarking Time Series Forecasters Against Structural Faults	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%
0.64	Native Active Perception as Reasoning for Omni-Modal 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%
0.64	Native Active Perception as Reasoning for Omni-Modal Understanding	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%
0.64	Possible or Definite? A Benchmark for Evaluating Diagnostic Uncertainty Preservation in Clinical Text	arxiv 2026-06-16	CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis	AI	49%
0.64	Object-Centric Residual RL for Zero-Shot Sim-to-Real VLA Enhancement	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%
0.64	C-ARC: Continuous-Adaptive Range Clustering for Non-Repetitive LiDAR Sensors	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%
0.64	DREAM-Chunk: Reactive Action Chunking with Latent World Model	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%
0.64	Will Crude Oil (CL) hit (HIGH) $100 by end of June?(market prob: 2%)	polymarket 2026-06-10	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.64	Will the S&P 500 close above 7000 on December 31, 2026?(market prob: 77%)	manifold 2026-06-18	242_034 AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x) Chamath Palihapitiya	Markets/Stocks	38%
0.64	How Transparent is DiffusionGemma?	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%
0.64	Context-Aware Hierarchical Bayesian Modeling of IVF Laboratory Environmental Conditions	arxiv 2026-06-18	INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross	AI	17%
0.64	Multi-View Decompilation for LLM-Based Malware Classification	arxiv 2026-06-18	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%
0.64	Editorial Alignment: A Participatory Approach to Engaging Editorial Expertise in LLM-mediated Knowledge Dissemination	arxiv 2026-06-18	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.64	Creating Multilingual Mental Health Dialogue Datasets: Limits of Persona-Based Localization via Nationality and Language	arxiv 2026-06-17	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%
0.64	Formal Verification of Learned Multi-Agent Communication Policies via Decision Tree Distillation	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%
0.64	GDGU: A Gradient Difference-based Graph Unlearning Method for Cyberattack Localization in Electric Vehicle Charging Networks	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%
0.64	Hidden Anchors in Multi-Agent LLM Deliberation	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%
0.64	Multi-Task Bayesian In-Context Learning	arxiv 2026-06-18	ROB_025 Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati... Peter Dannenberg	Biotech/Longevity	70%
0.64	Beyond Averaging in John Ellipsoid Approximation: High-Accuracy Algorithms in the Leverage-Score Model	arxiv 2026-06-18	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%
0.64	Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity	arxiv 2026-06-18	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%
0.64	QMaxCal: Path-Space Regularization for Open Quantum Control via Girsanov's Theorem	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%
0.64	Federated Bilevel Performative Prediction	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%
0.64	Where Does Social Reasoning Come From? Capability Provenance in Language Models	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%
0.64	On the QUEST for Uncertainty Quantification via Highest Density Regions	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%
0.64	Algebraic Dead Directions in LayerNorm Transformers: A Forward-Pass-Only Diagnostic at LLM Scale	arxiv 2026-06-17	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.64	World Engine: Towards the Era of Post-Training for Autonomous Driving	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%
0.64	Fail-RAG : A Retrieval Augmented Generation Informed Framework for Robot Failure Identification	arxiv 2026-06-17	FUT_004 Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten... Amy Webb	AI	62%
0.64	bioETH-Beacon: A Confidential On-Chain Genomic Beacon with Encrypted Counts, Filters, and Bounded Noise over a Fully Homomorphic EVM	arxiv 2026-06-18	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%
0.64	Will Bitcoin reach $65,000 on June 20?(market prob: 5%)	polymarket 2026-06-20	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.64	Will the price of Bitcoin be above $62,000 on June 22?(market prob: 93%)	polymarket 2026-06-15	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.64	Will Bitcoin dip to $63,000 on June 21?(market prob: 23%)	polymarket 2026-06-21	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%
0.64	Will the price of Bitcoin be above $66,000 on June 22?(market prob: 5%)	polymarket 2026-06-15	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.64	Will Tumbles and Polymarket resolve the same way regarding "Starmer out before July?"(market prob: 99%)	manifold 2026-06-21	248_001 Apple will soon pit Amazon (Global Star) against SpaceX Starlink as dual satellite vendors. Alex Wissner-Gross	Space	34%
0.64	Spain or Saudi Arabia	manifold 2026-06-21	243_025 Middle East (UAE, KSA) will be most forward-leaning on autonomous vehicle deployment Dara Khosrowshahi	Auto/Transport	44%
0.64	Will Donald Trump be the next leader out before 2027?(market prob: 0%)	polymarket 2026-04-27	AI_021 The 2026-2027 window is the 'Great Disemboweling' of white-collar employment — millions of mid-career professionals (junior software developers, legal analysts, corporate marketers) lose jobs within a 12-18 month timeframe; resulting unemployment casca... Andrew Yang	Labor/Jobs	46%
0.64	Will Ethereum reach $2,600 in June?(market prob: 0%)	polymarket 2026-06-01	247_001 xAI will IPO at $2 trillion valuation this coming summer Peter Diamandis	AI	42%
0.64	By when will JAXA's Martian Moons eXploration mission launch?	manifold 2026-06-22	COD_SPC_007 NASA ESCAPADE arrives at Mars in fall 2027 after 2026 Earth gravity assist Codex Research Pack	Space	43%
0.64	Will Bitcoin dip to $57,000 on June 23?(market prob: 0%)	polymarket 2026-06-23	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.64	Ukraine election called by August 31, 2026?(market prob: 4%)	polymarket 2026-06-19	235_007 AI regulation window is this calendar year 2026 before chaos breaks out. Dave Blundin	Geopolitics	45%
0.64	Arcium FDV above $400M one day after launch?(market prob: 0%)	polymarket 2026-06-23	232_035 Apple is sitting on a multi-trillion dollar opportunity to leapfrog back into AI vanguard via hosting open models. Alex Wissner-Gross	Markets/Stocks	38%
0.64	What Will The Odyssey Global Box Office Gross be (in Millions)	manifold 2026-06-23	240_001 NVIDIA to reach at least $1 trillion in bookings/revenue through 2027 Jensen Huang	Markets/Stocks	78%
0.64	Federal Reserve (Fed) FOMC decision in July 2026? [2k added subsidy]	manifold 2026-06-23	SEM_030 S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap). Mike Wilson	Capital Markets	43%
0.64	Semantic Browsing: Controllable Diversity for Image Generation	arxiv 2026-06-22	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%
0.64	Learning Process Rewards via Success Visitation Matching for Efficient RL	arxiv 2026-06-22	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%
0.64	Learning Process Rewards via Success Visitation Matching for Efficient RL	arxiv 2026-06-22	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%
0.64	SPIRAL: Learning to Search and Aggregate	arxiv 2026-06-22	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%
0.64	VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct	arxiv 2026-06-22	AI_005 Current frontier models suffer from 'jagged intelligence' — excelling at international mathematics olympiads while simultaneously failing rudimentary arithmetic and spatial logic; true AGI requires smoothing these jagged edges via continual learning, d... Demis Hassabis	AI	83%
0.64	LLM-Aided A* Search in Non-Geometric Network Graphs	arxiv 2026-06-22	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%
0.64	Physics-governed executable modelling of triboelectric nanogenerators	arxiv 2026-06-22	INF_035 Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo... Fabric8Labs (NEA / Intel Capital funded)	Semis	65%
0.64	OrthoMotion:Disentangling Camera and Subject Motion via Geometry Semantics Orthogonal Attention	arxiv 2026-06-22	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%
0.64	Noise is Signal: Density-Based Outliers as Leading Indicators of Occupational Emergence in Labor Market Text	arxiv 2026-06-22	234_036 Job displacement will be issue 6-10 not top 5 in 10 years; AI discoveries will dominate Alex Wissner-Gross	Labor/Jobs	29%
0.64	Subspace-Constrained Federated Learning with Low-Rank Adaptation	arxiv 2026-06-21	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%
0.64	Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards	arxiv 2026-06-21	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%
0.64	Confident but Conflicted: Internal Uncertainty and Cognitive Dissonance Resolution in LLMs	arxiv 2026-06-21	241_031 Scientists don't agree yet on approach for recursive self-improvement Eric Schmidt	AI	48%
0.64	Approximating velocity fields with planted attractors via Neural-ODEs for classification purposes	arxiv 2026-06-22	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%
0.64	FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation	arxiv 2026-06-22	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	56%
0.64	The Anatomy of the CTC Oracle Gap: Acoustic Exhaustion and Linguistic Recovery	arxiv 2026-06-22	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%
0.64	Factored Gossip DiLoCo: Reducing Blocking Communication in DiLoCo	arxiv 2026-06-22	248_037 State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction. Alex Wissner-Gross	AI	14%
0.64	Error Highways: Scaling Predictive Coding to Very Deep Networks	arxiv 2026-06-22	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%
0.64	Multi-cancer detection using a computationally efficient CNN with transfer learning	arxiv 2026-06-21	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%
0.64	Self-Compacting Language Model Agents	arxiv 2026-06-22	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%
0.64	PIVOTSBench: Evaluating Fine-Grained Interpersonal Relationship Reasoning in Multimodal Large Language Models	arxiv 2026-06-22	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%
0.64	Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models	arxiv 2026-06-22	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.64	Knowledge-Graph Grounding Helps LLMs Only for Out-of-Training Knowledge: A Controlled Study on Clinical Question Answering	arxiv 2026-06-21	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%
0.64	Assistron: Bayesian Shared Autonomy with Off-the-shelf Vision-Language-Action Models	arxiv 2026-06-22	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%
0.64	TEXEDO : Test Time Scaling for Controller-aware Language-conditioned Humanoid Motion Generation	arxiv 2026-06-22	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%
0.64	TEXEDO : Test Time Scaling for Controller-aware Language-conditioned Humanoid Motion Generation	arxiv 2026-06-22	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%
0.64	FPAS: Frontier-Based Path Planning with Adaptive Sampling for Large-Scale Unknown Environments	arxiv 2026-06-22	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%
0.64	Efficient Continuous Semantic Mapping based on Spatio-Temporal Awareness	arxiv 2026-06-21	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%
0.64	Tactile Genesis: Exploring Tactile Sensors at Scale for Learning Dexterous Tasks	arxiv 2026-06-21	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%
0.64	FDA ANDA206142: HYDROCODONE BITARTRATE AND ACETAMINOPHEN (ACETAMINOPHEN) — NOVEL LABS INC	fda 2026-06-18	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	36%
0.64	Will the price of Bitcoin be above $58,000 on June 26?(market prob: 90%)	polymarket 2026-06-19	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.64	Will the price of Bitcoin be above $74,000 on June 29?(market prob: 0%)	polymarket 2026-06-22	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.64	Adaptive Machine Learning Framework for UAV Trajectory Optimization in O-RAN	arxiv 2026-06-23	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%