Microsoft TaskWeaver (LLM agent framework)

[danielduckworth]

Hi, is the Wingman dev team aware of the TaskWeaver framework?

https://github.com/microsoft/TaskWeaver

It might be useful for the StarHead API integration work.

Quoted from the repo readme:

A code-first agent framework for seamlessly planning and executing data analytics tasks.
This innovative framework interprets user requests through coded snippets and efficiently
coordinates a variety of plugins in the form of functions to execute
data analytics tasks

Highlighted Features

• Rich data structure - TaskWeaver allows you to work with rich data
  structures in Python, such as DataFrames, instead of having to work with
  text strings.
• Customized algorithms - TaskWeaver allows you to encapsulate your
  own algorithms into plugins (in the form of Python functions),
  and orchestrate them to achieve complex tasks.
• Incorporating domain-specific knowledge - TaskWeaver is designed to
  be easily incorporating domain-specific knowledge, such as the knowledge
  of execution flow, to improve the reliability of the AI copilot.
• Stateful conversation - TaskWeaver is designed to support stateful
  conversation. It can remember the context of the conversation and
  leverage it to improve the user experience.
• Code verification - TaskWeaver is designed to verify the generated code
  before execution. It can detect potential issues in the generated code
  and provide suggestions to fix them.
• Easy to use - TaskWeaver is designed to be easy to use.
  We provide a set of sample plugins and a tutorial to help you get started.
  Users can easily create their own plugins based on the sample plugins.
  TaskWeaver offers an open-box experience, allowing users to run a service immediately after installation.
• Easy to debug - TaskWeaver is designed to be easy to debug.
  We have detailed logs to help you understand what is going on during calling the LLM,
  the code generation, and execution process.
• Security consideration - TaskWeaver supports a basic session management to keep
  different users' data separate. The code execution is separated into different processes in order not to interfere with each other.
• Easy extension - TaskWeaver is designed to be easily extended to accomplish
  more complex tasks. You can create multiple AI copilots to
  act in different roles, and orchestrate them to achieve complex tasks.