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updated readme
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alt-glitch committed May 14, 2024
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## Why Julep?
We've built a lot of AI apps and understand how difficult it is to evaluate hundreds of tools, techniques, and models, and then make them work well together.
We've built a lot of AI apps and understand how difficult it is to evaluate hundreds of tools, techniques, and models, and then make them work well together.

**The Problem**

Even for simple apps you have to:
- pick the right language model for your use case
- pick the right framework
- pick the right embedding model
- choose the vector store and RAG pipeline
- build integrations
- tweak all of the parameters (temp, penalty, max tokens, similarity thresholds, chunk size, and so on)
- write and iterate on prompts for them to work
**The Problems**
1. The barrier to making LLM apps with memory, knowledge & tools is too high.
2. Agentic behaviour is hard to control when done through multi-agent frameworks.

**The Solution**:
Julep eases the burden and time taken to get up and running with any AI app.

- **Statefulness By Design**: Manages context by default. Uses [CozoDB](https://cozodb.org/) to save & retrieve conversation history, OpenAPI specification tools & documents.
- **Support for Users & Agents**: Allows creating different user <-> agent interactions like `One Agent <-> Many Users`; `Many Agents <-> One User` etc. Read more: https://docs.julep.ai/concepts/
- **Use and switch between any LLMs anytime**: Switch and use different LLMs, providers and models, self-hosted or otherwise.
- **Automatic Function Calling**: No need to handle function calling manually. Julep deals with calling the function, parsing the response, retrying in case of failures and passing the response into the context.
- **Production-ready**: Julep comes ready to be deployed to production using Docker Compose. Support for k8s coming soon!
- **90+ tools built-in**: Connect your AI app to 150+ third-party applications using [Composio](https://docs.composio.dev/framework/julep/) natively.
- ***GitHub Actions-like workflows for tasks**: Define agentic workflows to be executed asynchronously without worrying about timeouts.
> (*) Features coming soon!
- ***GitHub Actions-like workflows for tasks**: Define agentic workflows to be executed asynchronously with one ore more without worrying about timeouts or multiplying hallucinations.

> (*) Coming soon!
<!-- ![alt text](image.png) -->

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