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workshop-rag-forum

A forum for monthly meetings centred around Retrieval-Augmented Generation (RAG). Each meeting explores a different topic (embedding models, vector compression, retrieval strategies, evaluation, etc.).

The RAG forum at a glance

A RAG pipeline: documents are chunked and embedded into a vector database, a user query retrieves context, and an LLM composes the response

A RAG system is a short pipeline, but almost every stage hides a knob worth turning. Each meeting we pick one, dig in together, and compare problems, stacks, and ideas.

Repository layout

03_workshop/              # one folder per meeting: YYMMDD-topic/
  260615-turbovec/        # first meeting (see its README)
data/                     # downloaded corpora & generated vectors (gitignored)
src/workshop_rag_forum/   # shared package code (from the template)
notebooks/ docs/ reports/ references/ tests/
.env_example              # copy to .env and fill in your endpoint + key

Meetings

Date Topic Folder Summary
26-06-15 turbovec 03_workshop/260615-turbovec/ Illustrating turbovec vector compression vs. a float32 embedding baseline

Setup

See installation.md for installing uv and Python, and development.md for development workflows. Copy .env_example to .env and fill in your embedding endpoint and API key before running a meeting's scripts.

References

License

This project is licensed under the MIT License.


Acknowledgements

drawing

The AI Service Centre Berlin Brandenburg is funded by the Federal Ministry of Research, Technology and Space under the funding code 01IS22092.

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