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Mustaballer authored Dec 12, 2023
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[Join us on Discord](https://discord.gg/yF527cQbDG)

# OpenAdapt: AI-First Process Automation with Transformers
# OpenAdapt: AI-First Process Automation with Large Multimodal Models (LMMs).

**OpenAdapt** is the **open** source software **adapt**er between Large Multimodal Models (LMMs) and traditional desktop and web Graphical User Interfaces (GUIs).

### Enormous volumes of mental labor are wasted on repetitive GUI workflows.

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<img width="1473" alt="image" src="https://github.com/OpenAdaptAI/OpenAdapt/assets/774615/5a760e4a-c596-4604-b1a4-a9563dce0fe7">


([Slides](https://t.ly/7RGr))

Welcome to OpenAdapt! This Python library implements AI-First Process Automation
with the power of Transformers by:
with the power of Large Multimodal Modals (LMMs) by:

- Recording screenshots and associated user input
- Aggregating and visualizing user input and recordings for development
- Converting screenshots and user input into tokenized format
- Generating synthetic input via transformer model completions
- Replaying synthetic input to complete tasks
- Generating task trees by analyzing recordings (work-in-progress)
- Replaying synthetic input to complete tasks (work-in-progress)

The goal is similar to that of
[Robotic Process Automation](https://en.wikipedia.org/wiki/Robotic_process_automation),
except that we use transformers instead of conventional RPA tools.
except that we use Large Multimodal Models instead of conventional RPA tools.

The direction is adjacent to [Adept.ai](https://adept.ai/), with some key differences:
1. OpenAdapt is model agnostic
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### Manual Setup

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<img width="1511" alt="image" src="https://github.com/OpenAdaptAI/OpenAdapt/assets/774615/13264cf6-46c0-4413-a29d-59bdd040a32e">

With `config.VISUALIZE_RUN_NATIVELY == False`, this will open your browser. It will look something like this:
For an alternative visualization, run:

```
python -m openadapt.deprecated.visualize
```

This will open up a tab in your browser that looks something like this:

![image](https://github.com/OpenAdaptAI/OpenAdapt/assets/774615/5d7253b7-ae12-477c-94a3-b388e4f37587)

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