Validations Queue

114,087 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 69 of 249, 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)

114,087

Reviewed

Filtered

24,817

page 69 / 249

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (114087)arxiv (53983)codex_research_pack (134)edgar_8k (3736)fda (5380)gdelt (1218)github_release (3352)manifold (11051)polymarket (35233)

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
0.69	Network Optimization Aspects of Autonomous Vehicles: Challenges and Future Directions	arxiv 2026-05-28	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%
0.69	DynaGraph: Lightweight Multi-Model Interaction Framework via Dynamic Topological Reconfiguration	arxiv 2026-05-28	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%
0.69	When and How Human Curation Backfires: Preference Alignment under Multi-Model Self-Consuming Loop	arxiv 2026-05-28	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%
0.69	MOOSE-Copilot: A Web-Based Interactive Assistant for Unified Exploratory and Fine-Grained Scientific Hypothesis Discovery	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%
0.69	Will Bitcoin reach $80,000 May 25-31?(market prob: 0%)	polymarket 2026-05-25	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%
0.69	Who will be the next Republican candidate for 2028?	manifold 2026-05-31	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.69	at the end of 2026, will an AI be able to generate a full high-quality tv ep to a prompt?(market prob: 35%)	manifold 2026-05-31	237_011 AI agents will have voices in the near future. Alex Finn	AI	43%
0.69	at the end of 2026, will an AI be able to generate a full high-quality tv ep to a prompt?(market prob: 35%)	manifold 2026-05-31	CMQ_001 By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks. Sam Altman	AI	45%
0.69	Will Elon Musk post 300-319 tweets from May 29 to June 5, 2026?(market prob: 0%)	polymarket 2026-05-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Elon Musk post 200-219 tweets from May 29 to June 5, 2026?(market prob: 26%)	polymarket 2026-05-26	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Bitcoin $78K in June?(market prob: 4%)	manifold 2026-06-02	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%
0.69	Tracking the Behavioral Trajectories of Adapting Agents	arxiv 2026-06-01	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%
0.69	Learning When to Translate for Multilingual Reasoning	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%
0.69	Not All Errors Are Equal: A Systematic Study of Error Propagation in Large Language Model Inference	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%
0.69	POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems	arxiv 2026-06-01	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%
0.69	SafeMCP: Proactive Power Regulation for LLM Agent Defense via Environment-Grounded Look-Ahead Reasoning	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%
0.69	Post-Deterministic Distributed Systems: A New Foundation for Trustworthy Autonomous Infrastructure	arxiv 2026-06-01	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	20%
0.69	Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence	arxiv 2026-05-31	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%
0.69	Learning Action-Conditional and Object-Centric Gaussian Splatting World Models for Rigid Objects	arxiv 2026-06-01	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%
0.69	Continual Learning as a Multiphase Moving-Boundary Problem	arxiv 2026-06-01	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.69	CRAB-Bench: Evaluating LLM Agents under Complex Task Dependencies and Human-aligned User Simulation	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%
0.69	By when will two Starships launch within 24h?	manifold 2026-06-03	242_057 Artemis 2 launches April 1, 2026 - circumlunar mission Peter Diamandis	Space	56%
0.69	How many times will the Trump admin and/or NVIDIA flip-flop on giving NVIDIA chips to China before 2028? (fun)	manifold 2026-06-02	242_004 Musk ecosystem will lap Nvidia by 1-2 orders of magnitude Peter Diamandis	Markets/Stocks	28%
0.69	Will Bitcoin dip to $59,000 on June 4?(market prob: 2%)	polymarket 2026-06-04	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.69	Will Bitcoin dip to $59,000 on June 5?(market prob: 5%)	polymarket 2026-06-05	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.69	Will Elon Musk post 115-139 tweets from June 4 to June 6, 2026?(market prob: 1%)	polymarket 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	HANDOFF: Humanoid Agentic Task-Space Whole-Body Control via Distilled Complementary Teachers	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%
0.69	Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents	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%
0.69	Framing, Judging, Steering: An Assessable Competency Model for Teach-ing Students to Reason With Generative AI	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%
0.69	Entropy-Based Evaluation of AI Agents: A Lightweight Framework for Measuring Behavioral Patterns	arxiv 2026-06-04	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%
0.69	SubtleMemory: A Benchmark for Fine-Grained Relational Memory Discrimination in Long-Horizon AI Agents	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%
0.69	Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments	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%
0.69	TensorBench: Benchmarking Coding Agents on a Compiler-Based Tensor Framework	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%
0.69	CLaaS: Continual learning as a service for sample efficient online learning	arxiv 2026-06-04	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%
0.69	A prism hierarchy of learning regimes in large linear autoencoders	arxiv 2026-06-03	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%
0.69	CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments	arxiv 2026-06-04	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%
0.69	ReverseEOL: Improving Training-free Text Embeddings via Text Reversal in Decoder-only LLMs	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%
0.69	LoRi: Low-Rank Distillation for Implicit Reasoning	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%
0.69	Will Bitcoin reach $65,000 on June 7?(market prob: 3%)	polymarket 2026-06-07	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%
0.69	Accounting for Context: Shaping Moral Credences for Value Alignment	arxiv 2026-06-05	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%
0.69	Will Bitcoin reach $65,000 on June 8?(market prob: 7%)	polymarket 2026-06-08	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%
0.69	Will the price of Bitcoin be above $70,000 on June 9?(market prob: 0%)	polymarket 2026-06-02	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.69	Will Bitcoin be at 71K or higher at end of week?(market prob: 1%)	manifold 2026-06-08	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%
0.69	Will DeepSWE be ≥90% solved at <$5/task before 2027?(market prob: 39%)	manifold 2026-06-09	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%
0.69	Emergence of Context Characteristics Sensitivity in Large Language Models	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%
0.69	Context-Aware Deep Learning for Defect Classification in Atomic-Resolution STEM	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%
0.69	Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human	arxiv 2026-06-08	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.69	SpectrumKV: Per-Token Mixed-Precision KV Cache Transfer for Prefill-Decode Disaggregated LLM Serving	arxiv 2026-06-07	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Co-Evolving Skill Generation and Policy Optimization	arxiv 2026-06-07	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%
0.69	Systems-Level Planning and Coordination of Truck-Drone Collaborative Delivery Networks	arxiv 2026-06-07	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%
0.69	Piper: A Programmable Distributed Training System	arxiv 2026-06-09	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%
0.69	Event-Driven Reinforcement Learning Enables Long-Horizon Control in Semiconductor Fabrication	arxiv 2026-06-09	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Cross-Modal Knowledge Distillation without Paired Data: Theoretical Foundation and Algorithm	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%
0.69	Local Is Not a Sufficient Privacy Boundary: Governing OS-Integrated On-Device AI	arxiv 2026-06-08	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.69	Predicting Future Behaviors in Reasoning Models Enables Better Steering	arxiv 2026-06-09	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%
0.69	Predicting Future Behaviors in Reasoning Models Enables Better Steering	arxiv 2026-06-09	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.69	ASTRA-sim 3.0: Next-Level Distributed Machine Learning Simulations via High-Fidelity GPU and Infrastructure Modeling	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%
0.69	HiMem-WAM: Hierarchical Memory-Gated World Action Models for Robotic Manipulation	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%
0.69	OMG: Omni-Modal Motion Generation for Generalist Humanoid Control	arxiv 2026-06-09	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	31%
0.69	DIRECT: When and Where Should You Allocate Test-Time Compute in Embodied Planners?	arxiv 2026-06-10	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%
0.69	The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics	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%
0.69	Toward Generalist Autonomous Research via Hypothesis-Tree Refinement	arxiv 2026-06-10	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.69	ICA Lens: Interpreting Language Models Without Training Another Dictionary	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%
0.69	Small Experiments, Cheaper Decisions: A Case Study in Staged Promotion for Micro-Pretraining	arxiv 2026-06-09	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%
0.69	On Subquadratic Architectures: From Applications to Principles	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%
0.69	Will Elon Musk post 115-139 tweets from June 11 to June 13, 2026?(market prob: 2%)	polymarket 2026-06-08	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the Oscars loosen rules on AI tool use by 2030?(market prob: 44%)	manifold 2026-06-11	S_NO_AI_PAUSE_5Y No major AI pause through 2031	ai_regulatory_pause	75%
0.69	ReSET: Accurate Latency-Critical NVFP4 Reasoning via Step-Aware Temperature Scaling	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%
0.69	Democracy in the Era of Artificial Intelligence	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	56%
0.69	Otters++: A Time-to-first-spike Based Energy Efficient Optical Spiking Transformer	arxiv 2026-06-11	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.69	Benchmarking AI Agents for Addressing Scientific Challenges Across Scales	arxiv 2026-06-10	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.69	Deployment-Centered Evaluation: Predicting Query-Level Rejection Risk in a Clinical LLM System	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%
0.69	Generative Modeling of Bach-Style Symbolic Music: A Comparative Study of Autoregressive, Latent-Variable, and Adversarial Approaches	arxiv 2026-06-11	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.69	Identifiability Without Gaussianity: Symbolic World Models and Near-Infinite Temporal Consistency	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%
0.69	EMG-Based Adaptation of Anisotropic Virtual Fixtures for Robot-Assisted Surgical Resection and Dissection	arxiv 2026-06-11	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%
0.69	Embedding ISO 10218 Safety Compliance in Robots via Control Barrier Functions for Human-Robot Collaboration	arxiv 2026-06-11	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%
0.69	SemanticXR: Low Power and Real-time Queryable Semantic Mapping with an Object-Level Device-Cloud Architecture	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%
0.69	Will Elon Musk post 220-239 tweets from June 9 to June 16, 2026?(market prob: 6%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will a government mandate restrict access to an OpenAI or xAI model on security or safety grounds before 2027?(market prob: 40%)	manifold 2026-06-13	CYB_005 'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio... Ray Kurzweil	AI	30%
0.69	Will Elon Musk post 300-319 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will Bitcoin dip to $65,000 on June 16?(market prob: 11%)	polymarket 2026-06-16	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.69	Will Elon Musk post 420-439 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.69	Will the US enact AI regulation for all Mythos+ models in 2026?(market prob: 30%)	manifold 2026-06-16	235_007 AI regulation window is this calendar year 2026 before chaos breaks out. Dave Blundin	Geopolitics	16%
0.69	Know Your Limits : On the Faithfulness of LLMs as Solvers and Autoformalizers in Legal Reasoning	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%
0.69	Green SARC: Predictive Cost and Carbon Governance for Agentic AI Systems	arxiv 2026-06-14	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%
0.69	LLM-as-Code Agentic Programming for Agent Harness	arxiv 2026-06-14	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%
0.69	Learning ground state observables from quantum computing experiments	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%
0.69	The Truth Stays in the Family: Enhancing Contextual Grounding via Inherited Truthful Heads in Model Lineages	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%
0.69	LaWAM: Latent World Action Models for Efficient Dynamics-Aware Robot Policies	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%
0.69	AI Adoption Across a Multinational Workforce: Sociotechnical Conditions for GenAI Acceptance in Human Resources	arxiv 2026-06-16	AI_011 The vast majority of human programmers will be entirely replaced by AI within a single year — future programmer role transitions from debugger to 'conductor' directing autonomous agents to implement complex visions. Eric Schmidt	Labor/Jobs	20%
0.69	AI Adoption Across a Multinational Workforce: Sociotechnical Conditions for GenAI Acceptance in Human Resources	arxiv 2026-06-16	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.69	The Discrete-Log Clock: How a Transformer Learns Modular Multiplication	arxiv 2026-06-16	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.69	Beyond Parallel Sampling: Diverse Query Initialization for Agentic Search	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%
0.69	From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning	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%
0.69	MemSlides: A Hierarchical Memory Driven Agent Framework for Personalized Slide Generation with Multi-turn Local Revision	arxiv 2026-06-15	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.69	Correct Yourself, Keep My Trust: How Self-Correction and Social Connection Shape Credibility in Social Chatbots	arxiv 2026-06-17	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%
0.69	A Technical Taxonomy of LLM Agent Communication Protocols	arxiv 2026-06-17	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%
0.69	Leadership as Coordination Control: Behavioral Signatures and the Recovery-Advantage Boundary in Multi-Agent LLM Teams	arxiv 2026-06-17	231_003 Multi-agent teaming scaling will emerge as new scaling dimension for frontier models. Alex Wissner-Gross	AI	34%
0.69	SciRisk-Bench: A Risk-Dimension-Aware Benchmark for AI4Science Safety	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%
0.69	Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems	arxiv 2026-06-17	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%