# code generation

VibeKit is a platform that can run Codex or Claude Code in a secure sandbox, supporting multiple sandbox providers. This tool is perfect for internal tools, application features, and prototyping workflows.

Seed-Coder is a series of open-source code large language models launched by the Seed Team of ByteDance. It includes base, instruction, and reasoning models, aiming to significantly enhance programming capabilities through minimal human effort and autonomous management of code training data. The model performs excellently among similar open-source models and is suitable for various coding tasks. It is positioned to promote the development of the open-source LLM ecosystem and is applicable to both research and industry.

DeepSeek-R1-Distill-Llama-8B is a high-performance language model developed by the DeepSeek team, based on the Llama architecture and optimized through reinforcement learning and distillation techniques. This model excels in reasoning, code generation, and multilingual tasks, and is the first model in the open-source community to enhance inference capabilities through pure reinforcement learning. It supports commercial use, allows modifications and derivative works, making it suitable for academic research and enterprise applications.

CursorCore is a series of open-source models designed to assist in programming through aligned coding instructions, supporting functionalities such as automated editing and inline chatting. These capabilities mimic core features of proprietary AI programming tools like Cursor. This project, powered by the open-source community, aims to enhance the application of AI in programming, enabling developers to write and edit code more efficiently. Currently in its early stages, the project has already demonstrated its potential for improving coding efficiency and supporting code generation.

Zed AI is a plugin integrated into programming workflows that enhances code generation, transformation, and analysis through direct interaction with large language models (LLMs). It offers multiple interaction methods, including an assistant panel, slash commands, inline assistance, and a prompt library to improve development efficiency. Zed AI also supports a variety of LLM providers, allowing developers to select different models as needed to enhance their productivity. Additionally, Zed AI provides a new managed service with a free trial for the first month, equipped with the Anthropic API designed for rapid text transformation.

Gemini Pro is a high-performance multimodal AI model launched by DeepMind, designed for a wide range of tasks. It features a long context window of up to two million tokens and can handle large-scale documents, code, audio, and video. It excels in various benchmark tests, including code generation, solving mathematical problems, and multilingual translation.

Mistral-Nemo-Base-2407 is a 12B parameter large language model pre-trained by Mistral AI and NVIDIA. This model has been trained on multi-language and code data, and is significantly better than the existing models of the same or smaller scale. Its main features include: released under Apache 2.0 license, supporting pre-training and instruction version, 128k context window training, supporting multiple languages and code data, alternative product of Mistral 7B. The model architecture includes 40 layers, 5120-dimensional, 128 head-dimensional, 14364 hidden-dimensional, 32-head number, 8 kv-head (GQA), vocabulary size of about 128k, and rotative-embedding (θ=1M). The model performs well on multiple benchmarks, such as HellaSwag, Winogrande, OpenBookQA, etc.

Airtest is an AI-powered code generation tool that helps developers generate unit tests, documentation, and refactor code. By automating tedious software development tasks, Airtest allows developers to focus on more important things. Please refer to the official website for pricing plans.