Validations Queue

89,667 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 198 of 1666, 50 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)

89,667

Reviewed

Filtered

83,275

page 198 / 1666

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (89667)arxiv (42333)codex_research_pack (134)edgar_8k (3246)fda (4195)gdelt (1218)github_release (3087)manifold (9230)polymarket (26224)

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
0.67	Agentic-J: An AI Agent for Biological Microscopy Image Analysis	arxiv 2026-06-01	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%
0.67	Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents	arxiv 2026-06-01	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.67	OctoT2I: A Self-Evolving Agentic Text-to-Image Router	arxiv 2026-06-01	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%
0.67	FLARE: Diffusion for Hybrid Language Model	arxiv 2026-06-01	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	Continual Learning as a Multiphase Moving-Boundary Problem	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%
0.67	Scaling Agentic Capabilities via Grounded Interaction Synthesis	arxiv 2026-06-01	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%
0.67	Before and After Temperature: A Distributional View of Creative LLM Generation	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%
0.67	Task Structure Reverses Layerwise State Encoding in Sequence Models	arxiv 2026-05-30	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.67	Will the price of Bitcoin be above $64,000 on June 6?(market prob: 7%)	polymarket 2026-05-30	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will the price of Ethereum be above $2,000 on June 4?(market prob: 1%)	polymarket 2026-05-28	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	huggingface/transformers v5.10.1	github_release 2026-06-03	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	Will Elon Musk post 80-99 tweets from June 2 to June 9, 2026?(market prob: 0%)	polymarket 2026-05-30	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.67	Will Bitcoin dip to $58,000 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%
0.67	Best METR 80% Time Horizon before October 2026	manifold 2026-06-04	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will Apple announce the M5 Mac mini during the WWDC Keynote?(market prob: 27%)	manifold 2026-06-03	235_035 Apple finally launching AI with Gemini integration at WWDC in June 2026. Alex Wissner-Gross	AI	22%
0.67	Will Apple announce the M5 Mac mini during the WWDC Keynote?(market prob: 27%)	manifold 2026-06-03	238_040 Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS Alex Wissner-Gross	AI	34%
0.67	Will Bitcoin reach $1,000,000 by December 31, 2026?(market prob: 1%)	polymarket 2026-02-18	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.67	Will Bitcoin dip to $58,000 on June 5?(market prob: 3%)	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%
0.67	Will Elon Musk post 60-79 tweets from June 5 to June 12, 2026?(market prob: 0%)	polymarket 2026-06-02	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	What will I get in 2026 IMO	manifold 2026-06-04	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.67	Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs	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%
0.67	Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs	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%
0.67	Learning of Robot Safety Policies via Adversarial Synthetic Scenarios	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%
0.67	A Pre-Registered Causal Partition of Self-Consistency Elicitation and Reward Design in RLVR	arxiv 2026-06-04	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%
0.67	Statistical Priors for Implicit Preferences: Decoupling Skill Selection as a Local Harness in Personal Agents	arxiv 2026-06-04	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%
0.67	When Tools Fail: Benchmarking Dynamic Replanning and Anomaly Recovery in LLM Agents	arxiv 2026-06-04	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%
0.67	Microskill Architecture: A Modular Skill-Driven Framework for AI-Native Code Generation	arxiv 2026-06-04	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.67	Data Flow Control: Data Safety Policies for AI Agents	arxiv 2026-06-04	CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor	Crypto	26%
0.67	Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments	arxiv 2026-06-04	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%
0.67	Diffusion Models for Adaptive Sequential Data Generation	arxiv 2026-06-04	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	From Prediction to Self: Developmental Conditions for Agency in Minimal Neural Systems	arxiv 2026-06-04	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%
0.67	CLaaS: Continual learning as a service for sample efficient online learning	arxiv 2026-06-04	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%
0.67	LeanMarathon: Toward Reliable AI Co-Mathematicians through Long-Horizon Lean Autoformalization	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%
0.67	Human Adults and LLMs as Scientists: Who Benefits from Active Exploration?	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%
0.67	CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments	arxiv 2026-06-04	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%
0.67	FiLM-Based Speaker Conditioning of a SpeechLLM for Pathological Speech Recognition	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%
0.67	Predictable Scaling Laws of Optimal Hyperparameters for LLM Continued Pre-training	arxiv 2026-06-04	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.67	Would you still call this Dax? Novel Visual References in VLMs and Humans	arxiv 2026-06-03	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.67	PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents	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%
0.67	LifeSide: Benchmarking Agents as Lifelong Digital Companions	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%
0.67	RAMPART: Registry-based Agentic Memory with Priority-Aware Runtime Transformation	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%
0.67	GRAIL: Generating Humanoid Loco-Manipulation from 3D Assets and Video Priors	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%
0.67	CADENCE: Predicting Realized MAPF Execution Time Beyond Sum of Costs	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%
0.67	MineXplore: An Open-Source Reinforcement Learning Exploration Benchmark for GNSS-Denied Underground Environment	arxiv 2026-06-03	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.67	Will Elon Musk post 260-279 tweets from June 2 to June 9, 2026?(market prob: 2%)	polymarket 2026-05-30	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will there be a data center on the moon Europa by EOY 2066?(market prob: 39%)	manifold 2026-06-06	232_049 Dyson swarm of AI orbital data centers will be built by disassembling the moon via mass drivers. Alex Wissner-Gross	Space	19%
0.67	Will Elon Musk post 0-19 tweets from June 9 to June 16, 2026?(market prob: 0%)	polymarket 2026-06-06	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	Will Bitcoin dip to $58,000 on June 7?(market prob: 0%)	polymarket 2026-06-07	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%
0.67	Watch, Remember, Reason: Human-View Video Understanding with MLLMs	arxiv 2026-06-05	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%
0.67	Where Rectified Flows Leak: Characterising Membership Signals Along the Interpolation Path	arxiv 2026-06-05	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%