Dear HugeGraph Developers,

My name is Chirag Gupta, and I’m a fourth-year student at BITS Pilani with
a strong background in AI, machine learning, and graph-based systems. I
have experience working with AI agents and LLMs, including Gemma, Llama,
and GPT models, and have previously contributed to an agentic AI (Agno)
framework with around 20k GitHub stars.

I’ve also completed multiple internships where I worked on AI-driven
automation, NLP, and graph-based retrieval. Additionally, I’m currently
developing a crypto Twitter bot leveraging AI for intelligent content
processing for 365x.ai . Given my experience with LangGraph, Agno (formerly
phidata), and other agentic frameworks, I am highly interested in
contributing to the Agentic GraphRAG Architecture project at HugeGraph.

I would love to understand how I can best contribute and where my skills
would be most valuable. Could you guide me on the best starting point or
any existing issues I could work on?

Looking forward to collaborating with the community!

Best regards,
Chirag Gupta
f20212...@goa.bits-pilani.ac.in

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