To build tools like that, you yourself need to understand the various ways you can directly interface with the terminal. While the minimal command-line we implemented above is obviously incomplete and not robust, it is straightforward (if tedious) to flesh out the few-dozen features most people expect a command-line to have. After that, you're on par with what's out there, and you are free to implement more features and rich interactions beyond what existing libraries like Readline/Jline provide.
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You can't always fix it
AI-Scientist（AI 科学家）是开源自动化科研系统，旨在实现全流程自动化的科研工作（创意→实验→分析→论文），适用于顶会论文自动生成、实验报告撰写、科研流程加速。
Parsing: Tokens → Surface AST