Merge branch 'main' into add_async_elements

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.env
.env
# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
build/
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dist/
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lib64/
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var/
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share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
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# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
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htmlcov/
.tox/
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nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
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# Translations
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*.log
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# For a library or package, you might want to ignore these files since the code is
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# PromethAI-Memory
Memory management and testing for the AI Applications and RAGs
<p align="center">
<a href="https://prometh.ai//#gh-light-mode-only">
<img src="assets/topoteretes_logo.png" width="10%" alt="promethAI logo" />
</a>
</p>
<p align="center"><i>Open-source framework that manages memory for AI Agents and LLM apps </i></p>
<p align="center">
<a href="https://github.com/topoteretes/PromethAI-Memory/fork" target="blank">
<img src="https://img.shields.io/github/forks/topoteretes/PromethAI-Memory?style=for-the-badge" alt="promethAI forks"/>
</a>
<a href="https://github.com/topoteretes/PromethAI-Backend/stargazers" target="blank">
<img src="https://img.shields.io/github/stars/topoteretes/PromethAI-Memory?style=for-the-badge" alt="promethAI stars"/>
</a>
<a href="https://github.com/topoteretes/PromethAI-Backend/pulls" target="blank">
<img src="https://img.shields.io/github/issues-pr/topoteretes/PromethAI-Memory?style=for-the-badge" alt="promethAI pull-requests"/>
</a>
<a href='https://github.com/topoteretes/PromethAI-Backend/releases'>
<img src='https://img.shields.io/github/release/topoteretes/PromethAI-Memory?&label=Latest&style=for-the-badge'>
</a>
</p>
[//]: # (<p align="center"><b>Follow PromethAI </b></p>)
[//]: # (<p align="center">)
[//]: # (<a href="https://twitter.com/_promethAI" target="blank">)
[//]: # (<img src="https://img.shields.io/twitter/follow/_promethAI?label=Follow: _promethAI&style=social" alt="Follow _promethAI"/>)
[//]: # (</a>)
[//]: # (<p align="center">)
[//]: # (<a href="https://prometh.ai" target="_blank"><img src="https://img.shields.io/twitter/url?label=promethAI Website&logo=website&style=social&url=https://github.com/topoteretes/PromethAI-Memory"/></a>)
[//]: # (<p align="center">)
[//]: # (<a href="https://www.youtube.com/@_promethAI" target="_blank"><img src="https://img.shields.io/twitter/url?label=Youtube&logo=youtube&style=social&url=https://github.com/topoteretes/PromethAI-Memory"/></a>)
[//]: # (</p>)
<p align="center"><b>Share promethAI Repository</b></p>
<p align="center">
<a href="https://twitter.com/intent/tweet?text=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.&url=https://github.com/topoteretes/PromethAI-Backend-Backend&hashtags=promethAI,AGI,Autonomics,future" target="blank">
<img src="https://img.shields.io/twitter/follow/_promethAI?label=Share Repo on Twitter&style=social" alt="Follow _promethAI"/></a>
<a href="https://t.me/share/url?text=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.&url=https://github.com/topoteretes/PromethAI-Backend" target="_blank"><img src="https://img.shields.io/twitter/url?label=Telegram&logo=Telegram&style=social&url=https://github.com/topoteretes/PromethAI-Backend" alt="Share on Telegram"/></a>
<a href="https://api.whatsapp.com/send?text=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let's%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.%20https://github.com/topoteretes/PromethAI-Backend"><img src="https://img.shields.io/twitter/url?label=whatsapp&logo=whatsapp&style=social&url=https://github.com/topoteretes/PromethAI-Backend" /></a> <a href="https://www.reddit.com/submit?url=https://github.com/topoteretes/PromethAI-Backend&title=Check%20this%20GitHub%20repository%20out.%20promethAI%20-%20Let's%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.
" target="blank">
<img src="https://img.shields.io/twitter/url?label=Reddit&logo=Reddit&style=social&url=https://github.com/topoteretes/PromethAI-Backend" alt="Share on Reddit"/>
</a> <a href="mailto:?subject=Check%20this%20GitHub%20repository%20out.&body=promethAI%20-%20Let%27s%20you%20easily%20build,%20manage%20and%20run%20useful%20autonomous%20AI%20agents.%3A%0Ahttps://github.com/topoteretes/PromethAI-Backend" target="_blank"><img src="https://img.shields.io/twitter/url?label=Gmail&logo=Gmail&style=social&url=https://github.com/topoteretes/PromethAI-Backend"/></a> <a href="https://www.buymeacoffee.com/promethAI" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/default-orange.png" alt="Buy Me A Coffee" height="23" width="100" style="border-radius:1px"></a>
</p>
<hr>
![Infographic Image](https://github.com/topoteretes/PromethAI-Memory/blob/main/infographic_final.png)
## Production-ready modern data platform
Browsing the database of theresanaiforthat.com, we can observe around [7000 new, mostly semi-finished projects](https://theresanaiforthat.com/) in the field of applied AI.
It seems it has never been easier to create a startup, build an app, and go to market… and fail.
Decades of technological advancements have led to small teams being able to do in 2023 what in 2015 required a team of dozens.
Yet, the AI apps currently being pushed out still mostly feel and perform like demos.
The rise of this new profession is perhaps signaling the need for a solution that is not yet there — a solution that in its essence represents a Large Language Model (LLM) — [a powerful general problem solver](https://lilianweng.github.io/posts/2023-06-23-agent/?fbclid=IwAR1p0W-Mg_4WtjOCeE8E6s7pJZlTDCDLmcXqHYVIrEVisz_D_S8LfN6Vv20) — available in the palm of your hand 24/7/365.
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--metadata "example_data/metadata.json"
```
Examples of metadata structure and test set are in the folder "example_data"