AiPy is an open source tool developed by the Knownsec team, whose core innovation is the deep integration of the Large Language Model (LLM) with the Python runtime environment. The tool realizes the intelligent transformation from user requirements to Python code through a natural language interactive interface, which significantly reduces the threshold of use while retaining full Python functionality. In terms of technical architecture, AiPy adopts Abstract Syntax Tree (AST) for code verification, supports flexible access to DeepSeek and other mainstream LLM services through configuration files, and is compatible with local Ollama and other model deployment programs, ensuring that the whole process of data processing can be completed in an offline environment.
Compared with conventional data analysis tools, AiPy is innovative in three aspects: firstly, it realizes bi-directional conversion between natural language and professional code; secondly, it has a built-in mechanism for automatic management of dependency libraries; and lastly, it provides real-time syntax error correction through AST technology. These features make AiPy a rare "zero-coding" solution for data engineering.
This answer comes from the articleAiPy: automating the task of running Python code for data analysisThe
