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Rethinking the Role of Tool Graph Memory in Multi-Turn Tool Use

Large language model (LLM) agents solve complex tasks by calling external tools over multiple turns. Recent work has proposed tool graph memory, which stores past experience as tool transitions to guide subsequent selection. However, it remains unclear whether this component consistently improves agents' tool use or undermines it. We evaluate tool graph memory on nine models and two benchmarks,…

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LittleListing: Turning Open-Source AI into a Side Hustle

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle LittleListing: Your AI-Powered Marketplace Listing Studio ✨ What I Built Meet LittleListing — AI Listing Studio…

  • LittleListing is an AI tool for small businesses and creators
  • Generates product listings with titles, descriptions, and keywords
  • Open-source, locally run, and privacy-focused alternative

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