[GSoC 2026] Proposal Review: AI Chatbot to Guide User Workflow (with working PoC)

Hi Jenkins GSoC community, @krisstern and @shivaylamba,

I’m applying for the “AI Chatbot to Guide User Workflow” project this year. Before the March 31 deadline, I wanted to share a working proof-of-concept I built to validate the core RAG architecture: it retrieves Jenkins documentation with >80% accuracy on a manual 15-question test suite, using ChromaDB + sentence-transformers locally.

PoC repo: https://github.com/AmoghParmar/jenkins-ai-chatbot-poc

I’ve also prepared a full proposal draft, if any mentor has a few minutes to review it privately before the March 31 deadline, I’d greatly appreciate the feedback.

Thanks for maintaining such a welcoming community.

~ Amogh Parmar