AIDE by Weco vs Kel: Which is better?

AIDE from weco serves as an AI agent for Machine Learning. Its primary capability involves designing and optimizing Machine Learning pipelines based on user instructions. AIDE has been developed to handle both complex business problems and academic research. Users can instruct AIDE in natural language, making it accessible to both experts, who can provide detailed instructions, and novices, who can let AIDE guide the process. A key feature of AIDE is its iterative process of analysing data, crafting, evaluating, and refining solutions. This approach is driven by Large Language Models (LLMs) that enable the system to write code and systematically seek out improved designs. The solution AIDE produces can then be applied in relevant tasks, distinguishing it from traditional AutoML solutions and data science consultancy services.

Kel is an AI-based assistant embedded in your Command Line Interface (CLI). It is designed to augment productivity by automating repetitive tasks and enhancing the overall efficiency of your CLI. Kel is equipped with multiple Languages for Learning Machines (LLMs) support including OpenAI, Anthropic, and Ollama, whilst also supporting OpenAI Assistants. It further allows users to engage in unique interactions such as 'chatting' with their artifacts by uploading their files to the assistant. Developers can personalize their assistant using their own API keys for OpenAI or Anthropic, a feature that might soon extend to other LLMs.