arXiv:2610.14937v1 Announce Type: new Abstract: How do language models generalize from their training data? This is a central challenge for alignment:…
WorkBorne: Discovering Agentic Tasks from Real-World Artifact Transitions
arXiv:2610.14915v1 Announce Type: new Abstract: Developing terminal-based agents for long-horizon execution demands synthetic tasks that tightly couple…
Bridging Risk Approximation Gaps in Model Predictive Task Sampling via In-Context Modeling
arXiv:2610.14913v1 Announce Type: new Abstract: Reinforcement learning (RL) is essential for adaptive decision-making, e.g., robust Meta-RL and domain…
MARL-BattleGrounds: A Novel JAX-native Benchmark for Heterogeneous and Competitive Multi-agent RL
arXiv:2610.14883v1 Announce Type: new Abstract: We present MARL-BattleGrounds (MARL-BGs), an easy-to-use JAX-native benchmark for heterogeneous and…
5 AutoHotkey Scripts for Data Scientists
Five AutoHotkey v2 scripts that handle repetitive Windows desktop work around data analysis: launching a project workspace, converting clipboard IDs to…
SkillForgeBench: Evaluating Agent Reliability Grounded in Agent Skill Specifications
arXiv:2610.14918v1 Announce Type: new Abstract: Evaluating an agent’s ability to strictly satisfy diverse and procedurally complex requirements is…
Your secrets aren’t safe with this cute robot toy — they’re on Chinese servers ready to be hacked
There’s a new digital pet in town – a cute little marshmallow of a robot that can change its cartoony expressions to match your mood. But if you or your…
Probable but Not Valid: A Psychometric Audit of Decision Models as Synthetic Survey Respondents
arXiv:2610.14912v1 Announce Type: new Abstract: Language models are increasingly used to create synthetic survey samples, also called silicon samples.…
AI News Brief Hourly Summary 2026-10-15 13h : 9 posts
9 posts published in the last hour 10:37PEAM: On-device Communication Agent for Personalized, Efficient and Autonomous Mobile Network Configuration 10:37Pre-Registered Genesis Accounting for Recursive Self-Improvement: First Audited Operator-Genesis Events in a Physics-Discovery Runtime 10:37[AINews] Modal’s $1B ARR, $16B Series D…
PEAM: On-device Communication Agent for Personalized, Efficient and Autonomous Mobile Network Configuration
arXiv:2610.14855v1 Announce Type: new Abstract: The growing deployment of compact large language models on smartphones is enabling autonomous on-device…
Pre-Registered Genesis Accounting for Recursive Self-Improvement: First Audited Operator-Genesis Events in a Physics-Discovery Runtime
arXiv:2610.14843v1 Announce Type: new Abstract: Claims of recursive self-improvement are easy to make and hard to falsify: did improvement come from…
[AINews] Modal’s $1B ARR, $16B Series D makes it NYC’s newest AI Infra Decacorn, 3x usage and 3x valuation in 5 months, 15x in 1 yr
Sandboxes are all you need.
WeatherBridge: Forecast-Aware Multi-Source Input Adaptation for Pretrained Weather Forecasting Models
arXiv:2610.14863v1 Announce Type: new Abstract: Data-driven weather forecasting models are commonly trained on ERA5, yet operational deployment must use…
Anthropic’s Q3 revenue hits $16.8B but growth slows ahead of planned November IPO
Anthropic hit $16.8 billion in third-quarter revenue, a 45 percent gain that still falls far short of Q2’s 140 percent surge. With a November IPO…
Beyond Outcome Feedback: Trajectory-Quality-Guided Experience-based Learning
arXiv:2610.14877v1 Announce Type: new Abstract: Experience-based learning enables large language model (LLM) agents to improve over time by reusing…
Why Better Data Alone Isn’t Enough for AI Agents
For years, one of the most common pieces of advice for enterprise AI has been to get the data right first. The logic is straightforward: if a system is…
EvoCowork: A Benchmark for Real-World Office Tasks
arXiv:2610.14828v1 Announce Type: new Abstract: Office workflows are a demanding testbed for self-improving agents because their deliverables must be…
AI News Brief Roundup: 2026-10-15 Morning
AI News Brief: Morning roundup, 2026-10-15 Summary This morning’s updates center heavily on pushing autonomous AI agents beyond simple text generation toward complex, long-horizon decision-making across real-world environments like databases, enterprise software, and robotics. Researchers and developers are concurrently addressing…