AIBullisharXiv – CS AI · 10h ago7/10
🧠
TimeClaw: A Time-Series AI Agent with Exploratory Execution Learning
TimeClaw is a new AI framework that improves how large language models analyze time-series data by learning from exploratory execution rather than just solving individual problems. The system uses a four-stage loop to compare, distill, and reuse successful reasoning patterns, showing consistent improvements over baseline models in finance and weather prediction tasks.