Chat With Your Git History, Thanks to RAG and Couchbase Shell
Blog post from Couchbase
The author of the text is exploring the possibility of using RAG (Reactive AI Gateway) to ask questions about a Git repository. To do this, they use Couchbase Shell to import and enrich the commit history with an OpenAI model. The enriched data is then indexed and searchable using Vector Search. Finally, the author uses RAG to ask a question about the repository, which returns relevant information, including dates and commit hashes. The text provides a step-by-step guide on how to set up Couchbase Shell, import Git logs, enrich documents with an AI model, create a Vector Index, and use RAG to ask questions about a Git repository.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| Vector Search | 16 | 1,879 | 278 | 111 | +3% |
| LLM | 9 | 4,855 | 541 | 180 | +51% |
| RAG | 5 | 1,499 | 228 | 73 | +7% |
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