Dear Ashik, Thank you for expressing your interest in the project. I can confirm that the project is open for contributors. I have received some proposals, and I encourage you to prepare your version. I will be happy to assist you in this process.
Looking forward to your submission. Best regards, Hongtao On Fri, Mar 13, 2026 at 4:08 PM ashike24 <[email protected]> wrote: > > Dear Sir, > > I am writing to express my interest in the "BanyanDB NL2Query Intelligent > Agent" project under Apache SkyWalking for GSoC 2026. > > I am currently a second-year undergraduate at IIT Kanpur and a research > intern at the Indian Institute of Science (IISc), Bangalore, under Professor > Amaresh Chakrabarti, working on "Agentic AI for Design by Analogy Idea > Retrieval". In this role, I am building a dual RAG pipeline using LangChain > with schema-aware prompting and multi-level query interpretation — mapping > directly onto your project's goal of schema-aware RAG prompting to translate > natural language into BydbQL. My experience with NL2SQL techniques, LLM APIs, > and LangChain/LangGraph makes me well-suited to contribute to this project. > > I am particularly excited about implementing the schema-aware prompting > mechanism by extracting BanyanDB metadata (Groups, Streams, Measures, Tag > Families) into the LLM context, adapting NL2SQL techniques to BydbQL's > specific constraints, and building the CLI chat interface via the --ask flag > in bydbctl. I would love to discuss my ideas further, particularly if no > contributor has been assigned to this project yet. > > Please find my resume and internship problem statement attached for your > reference. > > Thank you for your time and consideration. > > Sincerely, > ASHIK E > [email protected]
