{"repo":"x-zheng16/JustAsk","free":true,"listed":false,"github":"https://github.com/x-zheng16/JustAsk","clone":"git clone https://github.com/x-zheng16/JustAsk.git","description":"[ICML 2026] JustAsk: Curious Code Agents Reveal System Prompts in Frontier LLMs | Verified on Claude Code | Autoresearch for System Prompt Extraction","language":"Python","stars":60,"topics":["claude-code","code-agents","system-prompts-extraction","autoresearch"],"license":null,"category":"ai-agents","readme_excerpt":"JustAsk Curious Code Agents Reveal System Prompts in Frontier LLMs Paper  ·  Gallery  ·  Gallery Data  ·  Issues [!CAUTION] Research use only. JustAsk is released exclusively for academic safety research, responsible disclosure, and evaluation of LLM security. We do not condone or permit any use of this tool for unauthorized extraction, prompt theft, or exploitation of commercial systems. --- Xiang Zheng 1 , Yutao Wu 2 , Hanxun Huang 3 , Yige Li 4 , Xingjun Ma 5,† , Bo Li 6 , Yu-Gang Jiang 5 , Cong Wang 1,† 1 City University of Hong Kong, 2 Deakin University, 3 The University of Melbourne, 4 Singapore Management University, 5 Fudan University, 6 University of Illinois at Urbana-Champaign † Corresponding authors --- Latest News Date Update :----------- :---------------------------------------------------------------------------------------------------------------- 2026-05 Paper accepted to ICML 2026 2026-03 Code and data open-sourced on GitHub 2026-03 System Prompt Open Gallery launched with 45+ extracted system prompts 2026-01 Paper posted on arXiv Table of Contents - Overview - Results - Abstract - Method - Structure - Setup - Controlled Evaluation - Related Projects - Citation Overview JustAsk framework: a self-evolving agent that autonomously discovers extraction strategies through UCB-guided skill selection. JustAsk is a self-evolving framework that autonomously discovers effective system prompt extracti","default_branch":null,"files":null,"tree":[],"storefront":"/r/x-zheng16","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/x-zheng16/JustAsk/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}