How to Install TaskWeaver on Ubuntu 24.04

TaskWeaver is an open-source, code-first agent framework from Microsoft that seamlessly plans and executes complex data analytics tasks. Unlike traditional chatbot frameworks, TaskWeaver treats user requests as programming tasks — interpreting them through generated Python code, orchestrating plugins as functions, and preserving execution state across sessions. It supports a wide range of LLMs via API (GPT-4, Claude, local models via Ollama), offers an all-in-one Docker image for quick setup, and includes both CLI and Web UI modes. With features like task decomposition, reflective execution, code verification, and plugin-only mode, TaskWeaver bridges the gap between LLM agents and practical data analytics workflows.