Constructing LLM-Powered Coding Assitant for GitHub: RAG with Gemini and Redis | by Ransaka Ravihara | Aug, 2024

How I construct a GitHub repository assistant able to answering person points

A nerd who likes to discover and help folks. (Generated utilizing Canva)

Since you might be studying this text, you might be probably into knowledge science, machine studying, or AI; Finally, you might be as much as programming. Programmers extra usually expertise bugs, points, and errors. That’s the place issues are getting severe, particularly when engaged on a comparatively new framework or library. At that second, I at all times contemplate the advantages of getting an clever assistant who possesses information of assorted topics and may successfully present instruction. As soon as tasked, my assistant might undergo the complete code repository, scan every line of code, and keep in mind all logic for fast fixes.

Picture by Creator by way of Canva

That sounds fairly fancy, proper? Creating such a system used to look like one thing out of science fiction, however it’s achievable lately, requiring just a few well-focused evenings.

Let’s gear up and do some coding to attain our activity. As I described above, our assistant has the next functionalities: