Validations Queue

99,119 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 327 of 919, 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)

99,119

Reviewed

Filtered

91,883

page 327 / 919

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (99119)arxiv (46927)codex_research_pack (134)edgar_8k (3366)fda (4595)gdelt (1218)github_release (3142)manifold (9986)polymarket (29751)

Page size

50 100 200 500

Bulk auto-confirm by similarity threshold

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

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.63	Reliable Reasoning with Large Language Models via Preference-Based Maximum Satisfiability	arxiv 2026-05-28	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	OOD-GraphLLM: Graph Large Language Model for Out-of-Distribution Generalized Drug Synergy Prediction	arxiv 2026-05-28	IND_012 NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical... Jensen Huang	Biotech/Longevity	68%
0.63	Latent Performance Profiling of Large Language Models	arxiv 2026-05-28	INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy	AI	64%
0.63	A Fully Convolutional Approach to Denoising Structural Dynamics Data from X-Ray Photon Correlation Spectroscopy	arxiv 2026-05-28	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Treatment-Conditioned Diffusion for Forecasting Neurodegenerative Disease Progression	arxiv 2026-05-28	COD_BIO_002 An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027 Codex Research Pack	Biotech/Longevity	50%
0.63	Eigen-Spike Emergence and Quadratic Equivalents for Conjugate Kernels on Nonlinearly Separable Data	arxiv 2026-05-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	A Full-Pipeline Framework for Evaluating Membership Inference Attacks in Machine Learning	arxiv 2026-05-28	246_028 Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed. Alex Wissner-Gross	AI	42%
0.63	When Does Persona Prompting Actually Help? A Retrieval and Metric Analysis of Expert Role Injection in LLMs	arxiv 2026-05-28	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.63	Implicit Identity Technologies for LLMs: Fingerprinting and Watermarking across Datasets, Models, and Generated Content	arxiv 2026-05-28	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	UniSteer: Text-Guided Flow Matching in Activation Space for Versatile LLM Steering	arxiv 2026-05-28	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.63	Nine Judges, Two Effective Votes: Correlated Errors Undermine LLM Evaluation Panels	arxiv 2026-05-28	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%
0.63	Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding	arxiv 2026-05-28	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%
0.63	LiteCoder-Terminal: Scaling Long-Horizon Terminal Environments for Learning Language Agents	arxiv 2026-05-28	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.63	On Asymmetric Optimization of Reasoning and Perception in Vision-Language Model Post-Training	arxiv 2026-05-28	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%
0.63	Decoupled Thrust-Axis Attitude Control Using Quaternions for Chandrayaan-3 Lunar Landing Mission	arxiv 2026-05-28	COD_SPC_003 SpaceX completes large-scale Starship vehicle-to-vehicle cryogenic propellant transfer by end 2026 Codex Research Pack	Space	28%
0.63	Phase-Conditioned Imitation Learning with Autonomous Failure Recovery for Robust Deformable Object Manipulation	arxiv 2026-05-28	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	MonoDuo: Using One Robot Arm to Learn Bimanual Policies	arxiv 2026-05-28	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	HyperPrecision: A Mathematica package for High-Precision Numerical Evaluation of Multivariate Hypergeometric Functions	arxiv 2026-05-28	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	FDA ANDA216910: GLYCOPYRROLATE (GLYCOPYRROLATE) — QUAGEN	fda 2026-05-18	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	Will the price of Bitcoin be above $68,000 on June 1?(market prob: 100%)	polymarket 2026-05-25	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $74,000 on June 1?(market prob: 43%)	polymarket 2026-05-25	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $80,000 on June 2?(market prob: 0%)	polymarket 2026-05-26	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will Bitcoin be below 71K at end of week?(market prob: 98%)	manifold 2026-06-01	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.63	What Happens First: James Bond actor officially announced or Elon Musk a trillionaire?	manifold 2026-06-01	SEM_009 The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+). Mark Cuban	Economy	30%
0.63	FDA ANDA077747: OXCARBAZEPINE (OXCARBAZEPINE) — RUBICON RESEARCH	fda 2026-05-15	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	36%
0.63	Will Bitcoin dip to $66,000 on June 2?(market prob: 7%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Trump AGI mention market	manifold 2026-06-02	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%
0.63	Will New Glenn fly again in 2026?(market prob: 9%)	manifold 2026-06-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.63	Virgin Galactic Holdings, Inc (SPCE) (CIK 0001706946)	edgar_8k 2026-06-02	240_026 Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company Dave Blundin	Markets/Stocks	42%
0.63	Tracking the Behavioral Trajectories of Adapting Agents	arxiv 2026-06-01	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.63	Tracking the Behavioral Trajectories of Adapting Agents	arxiv 2026-06-01	CYB_011 Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev... Alex Finn	Consumer	44%
0.63	Ghost Tool Calls: Issue-Time Privacy for Speculative Agent Tools	arxiv 2026-06-01	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%
0.63	ODTQA-FoRe: An Open-Domain Tabular Question Answering Dataset for Future Data Forecasting and Reasoning	arxiv 2026-06-01	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.63	Spatial Representation Learning Beyond Pixels: Unifying Raster Data and Vector Semantics for Human-Centric Geospatial Foundation Models	arxiv 2026-06-01	SPC_017 Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o... Jennifer Li	AI	63%
0.63	Multimodal Approaches for Visually-Rich Document Type Classification: A Comparative Analysis	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Understanding-Enhanced Model Collaboration for Long-Tailed Egocentric Mistake Detection	arxiv 2026-06-01	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.63	eMoT: evolving Memory-of-Thought via Symbolic Anchoring and Memory Corrosion	arxiv 2026-06-01	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Boosting Multimodal Federated Learning via Chained Modality Optimization	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Evaluation of Baseline Methods for IDD-based SSD External Memory Search	arxiv 2026-06-01	INF_039 Consumer-facing AI hardware shortages will worsen: high-Unified-Memory Apple Mac Studio lead times now range 6 days to 6 weeks (up to ~54 days) because data centers are absorbing the world's HBM and memory supply — DRAM market transitioning to hourly v... Alex Finn	Consumer	77%
0.63	ProbeScale: Probing Analysis to Optimize Neural Scaling Laws for Efficient Small Language Model Inference	arxiv 2026-06-01	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	Hierarchical Online Prompt Mutation with Dual-Loop Feedback for Guardrailed Evidence Document Generation: A Production-Evaluation Case Study	arxiv 2026-05-31	CYB_015 The human hiring process becomes progressively distorted as autonomous bot agents actively screen resumes generated by other bot agents, completely removing the human connection required to accurately assess contextual experience — bot-on-bot recursive... Emad Mostaque	Labor/Jobs	86%
0.63	Local Preferential Bayesian Optimization	arxiv 2026-06-01	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	ArrythML: An Autoencoder-Based TinyML Approach for On-Device Arrhythmia Detection on Resource-Constrained Embedded Systems	arxiv 2026-06-01	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.63	Closing the Alignment-Maturity Gap in Federated Prototype Learning	arxiv 2026-06-01	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	MidSurfNet: Learnable Face Pairing and Interference Implicit Fields for Generalized Mid-surface Abstraction	arxiv 2026-06-01	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.63	Mos-Gen: A Generative Molecular Framework for Mosquito Insecticide Design	arxiv 2026-06-01	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.63	An Algebraic View of the Expressivity of Recurrent Language Models	arxiv 2026-06-01	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	IMWM: Intuition Models Complement World Models for Latent Planning	arxiv 2026-06-01	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.63	Fast Generalization after Interpolation via Critically Damped Momentum Optimization	arxiv 2026-06-01	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Genotype-Conditioned Molecular Generation via Evidence-Grounded Multi-Objective Latent Perturbation in Diffusion Models	arxiv 2026-05-31	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%
0.63	Differentially Private Datastore Generation for Retrieval-Augmented Inference	arxiv 2026-05-31	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	When Rating Scales Fall Short: LLM-Assisted Discovery of ADHD Signals in Turkish Teacher Narratives	arxiv 2026-06-01	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.63	Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes	arxiv 2026-06-01	AUT_027 Integration of AI with advanced bio-sensing, quantum computing, and genomics enables humanity to achieve 'Longevity Escape Velocity' — tipping point where medical technology extends human lifespan faster than time passes; continuous biological surveill... Peter Diamandis	Biotech/Longevity	21%
0.63	CultureForest: Understanding and Evaluating Cultural Norm Grounded Reasoning in LLMs	arxiv 2026-06-01	AI_034 The AI-native education model will see global adoption within approximately 5 years — driven by sub-$1,000 offline tablets and AI tutors capable of lifting historically lagging demographics (e.g. New Mexico, Sub-Saharan Africa) into top-tier performanc... Joe Liemandt	Education	22%
0.63	Benchmarking LLM-as-a-Judge for Long-Form Output Evaluation	arxiv 2026-06-01	CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis	AI	49%
0.63	Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech	arxiv 2026-05-31	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.63	Low-Resource Safety Failures Are Action Failures, Not Representation Failures	arxiv 2026-05-31	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.63	A Finite-Calibration Regime Map for LLM Judge Panels	arxiv 2026-05-31	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.63	facebookresearch/habitat-sim v0.1.2	github_release 2019-06-14	CMQ_044 Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting. Morgan Stanley	AI/Compute	65%
0.63	Will the price of Bitcoin be above $68,000 on June 4?(market prob: 7%)	polymarket 2026-05-28	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will Ethereum reach $3,000 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%
0.63	Will Bitcoin dip to $64,000 on June 3?(market prob: 14%)	polymarket 2026-06-03	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Ethereum dip to $1,800 in June?(market prob: 100%)	polymarket 2026-06-01	235_041 Anthropic implied valuation using PE ratio could be one quadrillion dollars. Dave Blundin	Markets/Stocks	41%
0.63	Will Solana reach $160 in June?(market prob: 0%)	polymarket 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $72,000 on June 5?(market prob: 0%)	polymarket 2026-05-29	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will El Niño develop this year? (as declared by NOAA before 1 December 2026)(market prob: 87%)	manifold 2026-06-04	S_AGI_WINTER_2036PLUS AGI delayed: capability plateau or AI winter	agi_general_capability	10%
0.63	Gold price above 5,100.00 in June 2026(market prob: 18%)	manifold 2026-06-04	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.63	Will Navier-Stokes be considered solved on June 3th 2027?(market prob: 16%)	manifold 2026-06-04	238_021 Math, science, engineering, and medicine will all be solved by AI Alex Wissner-Gross	AI	42%
0.63	Will Apple announce the M5 Mac mini during the WWDC Keynote?(market prob: 27%)	manifold 2026-06-03	237_004 Mac Mini sales will continue their exponential growth driven by local AI demand. Peter Diamandis	Consumer	55%
0.63	Will the price of Bitcoin be above $78,000 on June 6?(market prob: 0%)	polymarket 2026-05-30	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	29%
0.63	Will Bitcoin dip to $55,000 on June 5?(market prob: 1%)	polymarket 2026-06-05	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.63	Will Bitcoin dip to $57,000 on June 5?(market prob: 3%)	polymarket 2026-06-05	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.63	Will Bitcoin dip to $56,000 on June 5?(market prob: 1%)	polymarket 2026-06-05	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.63	Will the price of Bitcoin be above $60,000 on June 7?(market prob: 76%)	polymarket 2026-06-04	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	What close prices will the S&P500 hit in June 2026?	manifold 2026-06-05	TK04 Macro Recession 2026-27 (Structural Deleveraging)	—	25%
0.63	Will May 2026 US average hourly earnings rise at least 0.3% month-over-month?(market prob: 57%)	manifold 2026-06-02	235_002 Anthropic will exceed OpenAI in revenue this year (2026). Dave Blundin	AI	75%
0.63	Boosting Brain-to-Image Decoding with TRIBE v2 Data Augmentation	arxiv 2026-06-04	248_033 Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. Dave Blundin	AI	37%
0.63	Bridging Domain Expertise and Generalization for Performance Estimation	arxiv 2026-06-04	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.63	OPRD: On-Policy Representation Distillation	arxiv 2026-06-04	242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross	AI	35%
0.63	Better Literary Translation: A Multi-Aspect Data Generation and LLM Training Approach	arxiv 2026-06-04	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%
0.63	LLMCodec: Adapting Video Codecs for Efficient Weight Compression of Large Language Models	arxiv 2026-06-04	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.63	ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?	arxiv 2026-06-04	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.63	3D Underwater Path Planning via Generative Flow Field Surrogates	arxiv 2026-06-04	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.63	Dead Directions: Geometric Singular Learning	arxiv 2026-06-04	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.63	SALT: When More Rollouts Don't Help in Group-Based Policy Optimization and How to Make Them Matter	arxiv 2026-06-04	TK01 AGI Capability Plateau (2026-27 Training Stall)	—	15%
0.63	CaliDist: Calibrating Large Language Models via Behavioral Robustness to Distraction	arxiv 2026-06-04	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%
0.63	Multilingual Coreference Resolution via Cycle-Consistent Machine Translation	arxiv 2026-06-03	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.63	Trust, but Don't Verify: Epistemic Blind Spots in LLM Source Evaluation	arxiv 2026-06-03	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Multimarginal flow matching with optimal transport potentials	arxiv 2026-06-03	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.63	Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation	arxiv 2026-06-04	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	Large Language Models are Perplexed by some Political Parties	arxiv 2026-06-04	232_007 TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. Dave Blundin	Media/Ads	45%
0.63	Bootstrapping Semantic Layer from Execution for Text-to-SQL	arxiv 2026-06-04	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%
0.63	LoRi: Low-Rank Distillation for Implicit Reasoning	arxiv 2026-06-03	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.63	Light or Full Verb? A Minimal-Pair Dataset for Probing Phraseological Competence in Language Models	arxiv 2026-06-03	234_048 Next major revolutions in foundation models will come from small language models Alex Wissner-Gross	AI	41%
0.63	Automatic Generation of Titles for Research Papers Using Language Models	arxiv 2026-06-03	SEM_033 AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas). Alex Wissner-Gross	AI/Physics	56%
0.63	Hybrid Adversarial Defence for Natural Language Understanding Tasks	arxiv 2026-06-03	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.63	RadiusFPS: Efficient Farthest Point Sampling on CPUs and GPUs via Spherical Voxel Pruning	arxiv 2026-06-04	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.63	Gotta Grow Fast: Design and Benchmarking of a Tip Mount for High-Speed Vine Robots	arxiv 2026-06-04	CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross	AI/Compute	42%
0.63	RealDexUMI: A Wearable Universal Manipulation Interface for Dexterous Robot Learning	arxiv 2026-06-04	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%
0.63	RealDexUMI: A Wearable Universal Manipulation Interface for Dexterous Robot Learning	arxiv 2026-06-04	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%