deepseek-ai/deepseek-harness
DeepSeek Harness (dsh) is an open-source agent harness from DeepSeek AI built on an everything-is-a-plugin architecture over the Cordis framework, started from npm with a local web UI.
Awesome AI Agents › AI Developer Tools
uilicious/english-compiler
The English Compiler is a proof-of-concept AI-based compiler designed to convert English-based markdown specifications directly into functional code. The project envisions a future where software development can be driven primarily by natural language specifications rather than traditional coding, effectively making English the source language for programming. This tool takes detailed functional specifications written in English and compiles them into code, supporting multiple programming languages and file outputs. It is particularly useful for generating code from smaller, well-defined specs but also demonstrates the ability to handle large and complex specifications, such as OAuth2 integration, by employing advanced prompt chaining techniques to overcome input/output size limitations of current AI models like OpenAI's GPT. The compiler works by scanning a directory of markdown spec files, each corresponding to a code file, and uses OpenAI's API to generate the source code and optionally test code for JavaScript projects. It includes features like prompt caching to speed up builds and handle API rate limits, and allows customization through a JSON configuration file. The project includes demos such as a simple Twitter clone application and a large Java class example to showcase its capabilities. While the project is not production-ready and is slow due to multiple AI calls per file, it serves as a validation of the concept that AI can act as a new abstraction layer in software development, similar to how programming languages abstract machine code. The English Compiler also differentiates itself from tools like ChatGPT by its ability to handle large-scale code generation through prompt chaining, despite the performance trade-offs. Overall, this project explores the innovative idea of replacing traditional coding with natural language specifications, pushing the boundaries of AI-assisted software development and offering a glimpse into a potential future where writing text could directly produce functional software.
https://github.com/uilicious/english-compiler
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