AI prompts
base on Letta (fka MemGPT) is a framework for creating stateful LLM services. <p align="center">
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<h1>Letta (previously MemGPT)</h1>
<h3>
[Homepage](https://letta.com) // [Documentation](https://docs.letta.com) // [Letta Cloud](https://forms.letta.com/early-access)
</h3>
**š¾ Letta** is an open source framework for building stateful LLM applications. You can use Letta to build **stateful agents** with advanced reasoning capabilities and transparent long-term memory. The Letta framework is white box and model-agnostic.
[![Discord](https://img.shields.io/discord/1161736243340640419?label=Discord&logo=discord&logoColor=5865F2&style=flat-square&color=5865F2)](https://discord.gg/letta)
[![Twitter Follow](https://img.shields.io/badge/Follow-%40Letta__AI-1DA1F2?style=flat-square&logo=x&logoColor=white)](https://twitter.com/Letta_AI)
[![arxiv 2310.08560](https://img.shields.io/badge/Research-2310.08560-B31B1B?logo=arxiv&style=flat-square)](https://arxiv.org/abs/2310.08560)
[![Apache 2.0](https://img.shields.io/badge/License-Apache%202.0-silver?style=flat-square)](LICENSE)
[![Release](https://img.shields.io/github/v/release/cpacker/MemGPT?style=flat-square&label=Release&color=limegreen)](https://github.com/cpacker/MemGPT/releases)
[![GitHub](https://img.shields.io/github/stars/cpacker/MemGPT?style=flat-square&logo=github&label=Stars&color=gold)](https://github.com/cpacker/MemGPT)
</div>
> [!NOTE]
> **Looking for MemGPT?** You're in the right place!
>
> The MemGPT package and Docker image have been renamed to `letta` to clarify the distinction between MemGPT agents and the API server / runtime that runs LLM agents as *services*.
>
> You use the **Letta _framework_** to create **MemGPT _agents_**. Read more about the relationship between MemGPT and Letta [here](https://www.letta.com/blog/memgpt-and-letta).
## ā” Quickstart
The two main ways to install Letta are through **pypi** (`pip`) or via **Docker**:
* **`pip`** (guide below) - the easiest way to try Letta, will default to using SQLite and ChromaDB for the database backends
* **Docker** (guide [here](https://docs.letta.com/install#run-letta-with-docker)) - recommended for production settings, will default to using Postgres (+ pgvector) for the database backend
### Step 1 - Install Letta using `pip`
```sh
$ pip install -U letta
```
### Step 2 - Set your environment variables for your chosen LLM / embedding providers
```sh
$ export OPENAI_API_KEY=sk-...
```
For Ollama (see our full [documentation](https://docs.letta.com/install) for examples of how to set up various providers):
```sh
$ export OLLAMA_BASE_URL=http://localhost:11434
```
### Step 3 - Run the Letta CLI
You can create agents and chat with them via the Letta CLI tool (`letta run`):
```sh
$ letta run
```
```
š§¬ Creating new agent...
? Select LLM model: letta-free [type=openai] [ip=https://inference.memgpt.ai]
? Select embedding model: letta-free [type=hugging-face] [ip=https://embeddings.memgpt.ai]
-> š¤ Using persona profile: 'sam_pov'
-> š§ Using human profile: 'basic'
-> š ļø 8 tools: send_message, pause_heartbeats, conversation_search, conversation_search_date, archival_memory_insert, archival_memory_search, core_memory_append, core_memory_replace
š Created new agent 'InspiringSpinach'
Hit enter to begin (will request first Letta message)
š User engaged. Recognize as Chad. Acknowledge presence and establish connection. Explore interests and engage in meaningful discourse.
š¤ Hello, Chad. It's nice to meet you. I am keen on learning and exploring new ideas and concepts. Is there a specific topic you'd like to discuss today?
> Enter your message: my name is Brad, not Chad...
š A discrepancy in identity. Reflect this change in core memory. Apologize for the oversight, and rectify the error.
ā”š§ [function] updating memory with core_memory_replace
First name: Chad
ā First name: Brad
š Apologize for the mistake in recognizing his name, and begin the conversation anew, addressing him by the correct name this time.
š¤ I apologize for the oversight, Brad. Let's restart. It's a pleasure to meet you, Brad. Is there a specific topic you'd like to discuss today?
> Enter your message:
```
### Step 4 - Run the Letta server
You can start the Letta API server with `letta server` (see the full API reference [here](https://docs.letta.com/api-reference)):
```sh
$ letta server
```
```
Initializing database...
Running: uvicorn server:app --host localhost --port 8283
INFO: Started server process [47750]
INFO: Waiting for application startup.
INFO: Application startup complete.
INFO: Uvicorn running on http://localhost:8283 (Press CTRL+C to quit)
```
When you start the Letta API server, the ADE (Agent Development Environment) will be available on `http://localhost:8283`:
<img alt="Screenshot of the Letta ADE (Agent Development Environment)" src="assets/letta_ade_screenshot.png" width="1600">
In Letta, all agents are stored/persisted in the same database, so the agents you create in the CLI are accessible via the API and ADE, and vice versa. Check out the [quickstart guide on our docs](https://docs.letta.com/quickstart) for a tutorial where you create an agent in the Letta CLI and message the same agent via the Letta API.
## š¤ How to contribute
Letta is an open source project built by over a hundred contributors. There are many ways to get involved in the Letta OSS project!
* **Contribute to the project**: Interested in contributing? Start by reading our [Contribution Guidelines](https://github.com/cpacker/MemGPT/tree/main/CONTRIBUTING.md).
* **Ask a question**: Join our community on [Discord](https://discord.gg/letta) and direct your questions to the `#support` channel.
* **Report ssues or suggest features**: Have an issue or a feature request? Please submit them through our [GitHub Issues page](https://github.com/cpacker/MemGPT/issues).
* **Explore the roadmap**: Curious about future developments? View and comment on our [project roadmap](https://github.com/cpacker/MemGPT/issues/1533).
* **Join community events**: Stay updated with the [event calendar](https://lu.ma/berkeley-llm-meetup) or follow our [Twitter account](https://twitter.com/Letta_AI).
---
***Legal notices**: By using Letta and related Letta services (such as the Letta endpoint or hosted service), you are agreeing to our [privacy policy](https://www.letta.com/privacy-policy) and [terms of service](https://www.letta.com/terms-of-service).*
", Assign "at most 3 tags" to the expected json: {"id":"3612","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"