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Sim	Doc	Source	Pred	Domain	Prior
0.67	Data Intelligence Agents: Interpreting, Modeling, and Querying Enterprise Data via Autonomous Coding Agents	arxiv 2026-06-17	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	Beyond Safe Data: Pretraining-Stage Alignment with Regular Safety Reflection	arxiv 2026-06-17	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%
0.67	Closing the Loop: PID Feedback Control for Interpretable Activation Steering in Symbolic Music Generation	arxiv 2026-06-17	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%
0.67	Code-Augur: Agentic Vulnerability Detection via Specification Inference	arxiv 2026-06-17	234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross	AI	42%
0.67	PSyGenTAB: A Privacy-Preserving Framework for Synthetic Clinical Tabular Data Generation via Constrained Optimization	arxiv 2026-06-16	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%
0.67	Some Complexity Results for Robustness Verification for Binarized Neural Networks	arxiv 2026-06-17	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.67	Stealthy World Model Manipulation via Data Poisoning	arxiv 2026-06-17	CYB_012 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di... Alex Finn	AI	44%
0.67	Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuning	arxiv 2026-06-17	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	Bridging Data Gaps in Structural Fragility Modeling through Transfer Learning: Methodology and Case Studies	arxiv 2026-06-17	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	On the Residual Scaling of Looped Transformers: Stability and Transferability	arxiv 2026-06-16	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	P$^2$CE: Model-Agnostic Plausible Pareto-Optimal Counterfactual Explanations	arxiv 2026-06-16	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%
0.67	Learning User Simulators with Turing Rewards	arxiv 2026-06-17	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.67	A Mixed-Reality Testbed for Autonomous Vehicles	arxiv 2026-06-17	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.67	anthropics/anthropic-sdk-python v0.111.0	github_release 2026-06-18	235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross	AI	42%
0.67	Will Elon Musk post 115-139 tweets from June 18 to June 20, 2026?(market prob: 0%)	polymarket 2026-06-15	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	UltraQuant: 4-bit KV Caching for Context-Heavy Agents	arxiv 2026-06-18	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%
0.67	CRAX: Fast Safe Reinforcement Learning Benchmarking	arxiv 2026-06-18	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	Augmenting Game AI with Deep Reinforcement Learning	arxiv 2026-06-18	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	LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing	arxiv 2026-06-18	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	Measuring Curriculum Alignment across Topical Coverage, Competency, and Cognitive Depth: A Longitudinal Framework Applied to CS2013 and CS2023	arxiv 2026-06-17	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.67	Comparative Study of Neural Surrogate Architectures for Autoregressive Prediction of Internal Battery States	arxiv 2026-06-18	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.67	Compositionality Emerges in a Narrow Depth-Connectivity Regime: Architecture Constraints and Solution Manifolds	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	ADaPT: Token-Level Decoupling for Efficient Large Reasoning Models	arxiv 2026-06-18	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	Physics-Informed Neural Network with Squeeze-Excitation-like Attention	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	The Hidden Environmental Cost of Poor Coding Practices in TensorFlow and Keras Applications: A Study on Resource Leaks and Carbon Emissions	arxiv 2026-06-18	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%
0.67	Efficient Neural Network Model Selection for Few-Class Application Datasets	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	FloatDoor: Platform-Triggered Backdoors in LLMs	arxiv 2026-06-17	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.67	The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI	arxiv 2026-06-18	CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn	AI	55%
0.67	ImageWAM: Do World Action Models Really Need Video Generation, or Just Image Editing?	arxiv 2026-06-17	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.67	A Categorial and Sheaf-Theoretic Semantics for Autonomic Component Ensembles	arxiv 2026-06-17	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%
0.67	Will Elon Musk post 420-439 tweets from June 23 to June 30, 2026?(market prob: 0%)	polymarket 2026-06-20	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.67	Will the price of Bitcoin be above $68,000 on June 22?(market prob: 1%)	polymarket 2026-06-15	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%
0.67	Will SpaceX catch Ship before New Glenn RTF?(market prob: 58%)	manifold 2026-06-21	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.67	Will the price of Ethereum be above $2,000 on June 26?(market prob: 1%)	polymarket 2026-06-19	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 Elon Musk post 500+ tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.67	Will Elon Musk post 500+ tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Will I burnout by the end of 2026?(market prob: 24%)	manifold 2026-06-23	236_003 Jobs will get whisked away in many firms in 2026 Andrew Yang	Labor/Jobs	49%
0.67	RS-Gen: A Multi-Stage Agentic Framework for Reasoning and Search-Augmented Image Generation	arxiv 2026-06-22	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.67	IPO Finance Agent: Evaluation of LLM Financial Analysts beyond Finance Agent v2, with Automated Rubric Generation -- the Case of the SpaceX (SPCX) IPO	arxiv 2026-06-22	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.67	IPO Finance Agent: Evaluation of LLM Financial Analysts beyond Finance Agent v2, with Automated Rubric Generation -- the Case of the SpaceX (SPCX) IPO	arxiv 2026-06-22	AUT_004 Equity markets will algorithmically reward corporate entities that utilize AI to slash headcount while ruthlessly punishing those that retain human-heavy operational structures — transforming AI from productivity tool into an economic surveillance mech... Andrew Yang	Markets/Stocks	30%
0.67	ThermoLLM: Thermodynamics-Aware HVAC Control with Spatial-Semantic Knowledge Graph	arxiv 2026-06-22	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents	arxiv 2026-06-22	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	Scaling Audio Models Efficiently: A Joint Study of Compute Constraints and Optimization Behavior	arxiv 2026-06-22	INF_072 There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently. Demis Hassabis	AI	40%
0.67	Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking	arxiv 2026-06-21	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	Hedgementation = Hedgerow Segmentation: A Remote Sensing Benchmark	arxiv 2026-06-22	CYB_016 Rural landscapes in the Global South move beyond conventional food production toward highly complex, multifunctional systems — agentic AI platforms synthesize localized ecological data to enable precision organic farming, transparent environmental prot... Peter Dannenberg	Other	42%
0.67	It's Much Easier for Neural Networks to learn Game of Life Dynamics with the Right Activation Function: Polynomial Kolmogorov-Arnold Networks	arxiv 2026-06-22	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	CITADEL: CSI-Based Jamming Detection and Open-Set Classification for IIoT Networks	arxiv 2026-06-22	AI_028 Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep... Jack Dorsey	Crypto	28%
0.67	Detecting and Understanding Vulnerabilities in Fully Homomorphic Encryption Frameworks	arxiv 2026-06-21	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	Words as Difference Makers: How Large Language Models Determine Causal Structure in Text	arxiv 2026-06-21	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	SamatNext v0.2-B: An Exploratory Study of RMS-Normalized Hybrid Decoders for Curriculum Retention in Small Code Models	arxiv 2026-06-20	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%