Validations Queue

95,758 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 300 of 887, 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)

95,758

Reviewed

Filtered

88,682

page 300 / 887

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (95758)arxiv (44382)codex_research_pack (134)edgar_8k (3366)fda (4550)gdelt (1218)github_release (3112)manifold (9838)polymarket (29158)

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	Benchmarking Positional Encoding Strategies for Transformer-Based EEG Foundation Models	arxiv 2026-05-28	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%
0.63	EviLink: Multi-Path Schema Linking with Uncertainty-Guided Evidence Acquisition for Large-Scale Text-to-SQL	arxiv 2026-05-28	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%
0.63	Beyond Attack Success Rate: Temporal Logit Observability for LLM Safety Failures	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%
0.63	COMET: Concept Space Dissection of the Modality Gap in Audio-Text Multimodal Contrastive Embeddings	arxiv 2026-05-28	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	DynaFLIP: Rethinking Robotics Perception via Tri-Modal-Dynamics Guided Representation	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	Chess-World-Model: A 10M-Game Benchmark for Exact State Tracking from Chess Move Sequences	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	Chess-World-Model: A 10M-Game Benchmark for Exact State Tracking from Chess Move Sequences	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	MIRAGE: Adaptive Multimodal Gating for Whole-Brain fMRI Encoding	arxiv 2026-05-28	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	The Interplay Between Interpolation and Aggregation in Regression: Optimal Sample Complexity	arxiv 2026-05-28	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	FinGuard: Detecting Financial Regulatory Non-Compliance in LLM Interactions	arxiv 2026-05-28	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%
0.63	FinGuard: Detecting Financial Regulatory Non-Compliance in LLM Interactions	arxiv 2026-05-28	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%
0.63	Learning Design Skills as Memory Policies for Agentic Photonic Inverse Design	arxiv 2026-05-28	CMQ_035 HBM4 16-layer stack design (required for Vera Rubin) places unprecedented yield and capacity strain on global memory fabrication facilities. Jensen Huang / Morgan Stanley	Semis/Memory	68%
0.63	Prompt-Level Reward Specifications for Open-Ended Post-Training	arxiv 2026-05-28	AUT_014 Most profound impacts of autonomous AI originate NOT from closed proprietary models within multi-billion-dollar corporate data centers, but from globally distributed open-source models — open-weight parity with frontier systems enables any individual o... Emad Mostaque	AI	53%
0.63	Learning and Adaptation in Wire Arc Additive Manufacturing Bead Geometry Control	arxiv 2026-05-27	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%
0.63	FDA NDA219878: BAXFENDY (BAXDROSTAT) — ASTRAZENECA AB	fda 2026-05-15	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	FDA ANDA214733: VENETOCLAX (VENETOCLAX) — DR REDDYS	fda 2026-05-15	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 Ethereum be above $2,500 on June 2?(market prob: 0%)	polymarket 2026-05-26	242_007 Prediction markets favor $2T+ SpaceX IPO pricing in Terafab value Prediction markets	Markets/Stocks	45%
0.63	Will G2 win IEM Cologne Major 2026?(market prob: 2%)	polymarket 2026-04-06	FUT_024 XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr... Superforecaster Community	AI	100%
0.63	[snigus] Will I convince Destiny that managing AI-risk should be in top 2 policy priority of his?(market prob: 35%)	manifold 2026-05-31	230_044 Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats. Peter Diamandis	Geopolitics	51%
0.63	FDA ANDA208028: LURASIDONE HYDROCHLORIDE (LURASIDONE HYDROCHLORIDE) — INVAGEN PHARMS	fda 2026-05-15	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	FDA ANDA207717: 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	facebookresearch/neuroai v0.2.2	github_release 2026-05-26	232_012 US-China AI situation about to get more complicated regarding open source models and secrets. Ben Horowitz	Geopolitics	44%
0.63	Will Trump acquire Greenland before 2027?(market prob: 6%)	polymarket 2025-12-22	229_037 With humanoids, Greenland mineral extraction becomes viable even though Europeans at Davos say it's impossible. Peter Diamandis	Energy	21%
0.63	Will the share of Americans in the workforce drop below 61.5% in 2026?(market prob: 60%)	manifold 2026-06-02	INF_047 2026 US GDP growth will land in a robust 4.6%–6.2% range — driven primarily by AI-driven productivity gains and massive physical-infrastructure capex. Chamath Palihapitiya	Macro/Economy	31%
0.63	Will Virgin Galactic (SPCE) close at or above $8.00 on June 18, 2026?(market prob: 21%)	manifold 2026-05-31	COD_SPC_005 NASA Dragonfly launches on Falcon Heavy in the July 2028 window Codex Research Pack	Space	33%
0.63	TEXAS INSTRUMENTS INC (TXN) (CIK 0000097476)	edgar_8k 2026-06-02	SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. Joseph Moore	Capital Markets	68%
0.63	Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization	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	Jailbreaking Multimodal Large Language Models using Multi-Clip Video	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	PlanarBench: Evaluating LLM Spatial Reasoning via Planar Graph Drawing	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	ProbeScale: Probing Analysis to Optimize Neural Scaling Laws for Efficient Small Language Model Inference	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	Multilinguality of Large Language Models From a Structural Perspective	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	EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks	arxiv 2026-06-01	248_033 Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. Dave Blundin	AI	37%
0.63	Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning	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%
0.63	AlphaToken: Decoupling Adaptation and Stability for Path-Aware Response Token Valuation in LLM Post-Training	arxiv 2026-06-01	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.63	EvoPool: Evolutionary Programmatic Annotation for Label-Efficient Specialized Supervision	arxiv 2026-06-01	AUT_003 'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch... Andrej Karpathy	AI	87%
0.63	Speculative Sampling For Faster Molecular Dynamics	arxiv 2026-06-01	247_050 Virtual cell achievable through classical scaling without quantum computing Alex Wissner-Gross	Biotech/Longevity	44%
0.63	How Optimality Structures Sparse Dictionaries: A Theory for Understanding SAE Representations	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%
0.63	ShaplEIG: Bayesian Experimental Design for Shapley Value Estimation	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	Edge-aware Decoding for Neural Asymmetric Routing	arxiv 2026-06-01	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.63	An Algebraic View of the Expressivity of Recurrent Language Models	arxiv 2026-06-01	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.63	CANARY: Zero-Label Detection of Fine-Tuning Contamination in Language Models	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	RDA: Reward Design Agent for Reinforcement Learning	arxiv 2026-06-01	237_022 Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years. Alex Finn	AI	44%
0.63	What to Format and How: A Benchmark and Workflow Approach for Document Formatting	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	FreqLite: A Lightweight Frequency-Decomposed Linear Model with Adaptive Reversible Normalization for Robust Long-Term Time-Series Forecasting	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	Agentic Clustering: Controllable Text Taxonomies via Multi-Agent Refinement	arxiv 2026-05-31	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	The Shape of Wisdom: Decision Trajectories in Language Models	arxiv 2026-05-31	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%
0.63	The Shape of Wisdom: Decision Trajectories in Language Models	arxiv 2026-05-31	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	BraveGuard: From Open-World Threats to Safer Computer-Use Agents	arxiv 2026-05-31	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	Not All Explanations Simulate Equally: Comparing Verbalized Feature Attributions and Self-Generated Rationales	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%
0.63	Child-directed speech facilitates production, not comprehension, in BabyLMs	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%
0.63	Hybrid Verified Decoding: Learning to Allocate Verification in Speculative Decoding	arxiv 2026-05-31	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.63	FDA NDA214018: NULIBRY (FOSDENOPTERIN HYDROBROMIDE) — SENTYNL THERAPS INC	fda 2026-05-26	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	facebookresearch/habitat-sim v0.3.0	github_release 2023-10-19	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	Will B8 win IEM Cologne Major 2026?(market prob: 0%)	polymarket 2026-04-06	SEM_023 No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027. Joseph Moore	Semis/Markets	63%
0.63	Will Bernie's 50% AI tax pass?(market prob: 6%)	manifold 2026-06-03	TK07 Labor Political Backlash (UBI Mandate / AI Tax)	—	18%
0.63	Will the May 2026 U.S. unemployment rate be at least 4.3%?(market prob: 82%)	manifold 2026-06-03	236_003 Jobs will get whisked away in many firms in 2026 Andrew Yang	Labor/Jobs	49%
0.63	Will Bitcoin reach $82,500 in June?(market prob: 1%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will Bitcoin dip to $57,000 on June 4?(market prob: 1%)	polymarket 2026-06-04	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.63	Will Bitcoin dip to $59,000 on June 4?(market prob: 2%)	polymarket 2026-06-04	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.63	Will Solana dip to $60 June 1-7?(market prob: 12%)	polymarket 2026-06-01	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will El Niño develop this year? (as declared by NOAA before 1 December 2026)(market prob: 87%)	manifold 2026-06-04	234_012 Anthropic revenue will cross OpenAI revenue in middle of 2026 Peter Diamandis	Markets/Stocks	67%
0.63	Will Bitcoin dip to $57,000 on June 5?(market prob: 3%)	polymarket 2026-06-05	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $64,000 on June 8?(market prob: 27%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will Bitcoin reach $87,500 in June?(market prob: 0%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	TempoVLA: Learning Speed-Controllable Vision-Language-Action Policies	arxiv 2026-06-04	235_020 Transition to VLA humanoid robots taking over fast food jobs in 2-3 years. Alex Wissner-Gross	Robotics	29%
0.63	Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection	arxiv 2026-06-04	AI_004 AI will be 'smarter than the smartest human' by 2026, driven by fully automated recursive self-improvement loops compounding cognitive gains without human intervention. Elon Musk	AI	13%
0.63	Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection	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%
0.63	OneReason Technical Report	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	Learning to replenish: A hybrid deep reinforcement learning for dynamic inventory management in the pharmaceutical supply chains	arxiv 2026-06-04	FUT_021 Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ... Superforecaster Community	AI	46%
0.63	A Finite Certificate for the Positive $n=9$ Vasc Inequality	arxiv 2026-06-04	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	Metamorphic Testing with the Rashomon Set: Explanation Faithfulness in Machine 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	ATT-CR: Adaptive Triangular Transformer for Cloud Removal	arxiv 2026-06-04	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	The Self-Correction Illusion: LLMs Correct Others but Not Themselves	arxiv 2026-06-04	230_029 Cognition is becoming a commodity — intelligence will flow like oil. Alex Wissner-Gross	AI	43%
0.63	Edit-R2: Context-Aware Reinforcement Learning for Multi-Turn Image Editing	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	Deciphering Two Training Clocks in Grokking via Deep Linear Network Theory with Conditional ReLU Reduction	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	Consistency Training Along the Transformer Stack	arxiv 2026-06-04	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%
0.63	CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement	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	PerceptUI: LLM Agents as Human-Aligned Synthetic Users for UI/UX Evaluation	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	Cross-Epoch Adaptive Rollout Optimization for RL Post-Training	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%
0.63	Drag reduction or reward hacking? Recurrent multi-agent reinforcement learning that earns its reward	arxiv 2026-06-04	FUT_021 Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ... Superforecaster Community	AI	46%
0.63	On the training of physics-informed neural operators for solving parametric partial differential equations	arxiv 2026-06-04	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%
0.63	Causal Modeling of Selection in Evolution	arxiv 2026-06-04	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	Diff2SP: Diffusion Models for Correlated Scenario Generation in Stochastic Programming	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%
0.63	Auditing Demonstration Curation Metrics: Action-Only Scorers Fail on the Structural Defects That Degrade Imitation Policies	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%
0.63	Less is MoE: Trimming Experts in Domain-Specialist Language Models	arxiv 2026-06-04	238_070 Small language models will be where most algorithmic breakthroughs come from (crowdsourced) Alex Wissner-Gross	AI	42%
0.63	Trust, but Don't Verify: Epistemic Blind Spots in LLM Source Evaluation	arxiv 2026-06-03	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	Learning-Augmented Online Minimization with Dual Predictions	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	Revising Context, Shifting Simulated Stance: Auditing LLM-Based Stance Simulation in Online Discussions	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%
0.63	Rethinking LoRA Memory Through the Lens of KV Cache Compression	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%
0.63	An ERP Study on Recursive Locative Processing in Mandarin-Speaking Children with Autism	arxiv 2026-06-04	233_014 Over the next 12 years, half of kids will have neural links while others won't, creating divergence. Dave Blundin	Biotech/Longevity	45%
0.63	What's in a Name? Morphological Shortcuts by LLMs in Pharmacology	arxiv 2026-06-04	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.63	Imbuing Large Language Models with Bidirectional Logic for Robust Chain Repair	arxiv 2026-06-03	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	CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment	arxiv 2026-06-03	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.63	Ensuring Interaction Safety in Multitask Exoskeleton Control: A Simulation-Trained Variable Impedance Framework	arxiv 2026-06-04	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	Ensuring Interaction Safety in Multitask Exoskeleton Control: A Simulation-Trained Variable Impedance Framework	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%
0.63	Wave Focusing in Metamaterials: Tactile Displays Beyond the Diffraction Limit	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	Z-FLoc: Zero-Shot Floorplan Localization via Geometric Primitives	arxiv 2026-06-03	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	GENEB: Why Genomic Models Are Hard to Compare	arxiv 2026-06-03	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	FDA ANDA218407: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — SUN PHARM INDS INC	fda 2026-06-03	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 $56,000 on June 7?(market prob: 99%)	polymarket 2026-06-05	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%