MindWorkAI/AI-Studio
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Updated RAG news (#206)

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Thorsten Sommer 2024-11-13 20:42:41 +01:00 committed by GitHub
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@ -7,15 +7,17 @@ Things we are currently working on:
- [x] ~~Runtime: Restructuring the code into meaningful modules (PR [#192](https://github.com/MindWorkAI/AI-Studio/pull/192))~~ - [x] ~~Runtime: Restructuring the code into meaningful modules (PR [#192](https://github.com/MindWorkAI/AI-Studio/pull/192))~~
- [x] ~~Define the [External Data API (EDI)](https://github.com/MindWorkAI/EDI) as a contract for integrating arbitrary external data (PR [#1](https://github.com/MindWorkAI/EDI/pull/1))~~ - [x] ~~Define the [External Data API (EDI)](https://github.com/MindWorkAI/EDI) as a contract for integrating arbitrary external data (PR [#1](https://github.com/MindWorkAI/EDI/pull/1))~~
- [ ] App: Metadata for providers (which provider offers embeddings?) - [x] ~~App: Metadata for providers (which provider offers embeddings?) (PR [#205](https://github.com/MindWorkAI/AI-Studio/pull/205))~~
- [ ] App: Management of data sources (local data) - [ ] App: Add an option to show preview features
- [ ] App: Configure embedding providers
- [ ] App: Management of data sources (local & external data via [EDI](https://github.com/MindWorkAI/EDI))
- [ ] Runtime: Extract data from txt / md / pdf / docx / xlsx files - [ ] Runtime: Extract data from txt / md / pdf / docx / xlsx files
- [ ] App: Implement embedding providers - [ ] App: Implement embedding providers
- [ ] App: Implement the process to vectorize local data using embeddings - [ ] App: Implement the process to vectorize one local file using embeddings
- [ ] Runtime: Integration of the vector database [LanceDB](https://github.com/lancedb/lancedb) - [ ] Runtime: Integration of the vector database [LanceDB](https://github.com/lancedb/lancedb)
- [ ] App: Implement the continuous process of vectorizing data
- [ ] App: Define an interface for the integration of RAG processes in chats - [ ] App: Define an interface for the integration of RAG processes in chats
- [ ] App: Integrate data sources in chats - [ ] App: Integrate data sources in chats
- [ ] App: Management of data sources (external data via [EDI](https://github.com/MindWorkAI/EDI))
- Since September 2024: Experiments have been started on how we can work on long texts with AI Studio. Let's say you want to write a fantasy novel or create a complex project proposal and use LLM for support. The initial experiments were promising, but not yet satisfactory. We are testing further approaches until a satisfactory solution is found. Related PR: [#167](https://github.com/MindWorkAI/AI-Studio/pull/167). - Since September 2024: Experiments have been started on how we can work on long texts with AI Studio. Let's say you want to write a fantasy novel or create a complex project proposal and use LLM for support. The initial experiments were promising, but not yet satisfactory. We are testing further approaches until a satisfactory solution is found. Related PR: [#167](https://github.com/MindWorkAI/AI-Studio/pull/167).