I will build an llm app rag pipeline ai agent chatbot or full stack webapp

Senior AI engineer, 4+ years building production ML and LLM systems not demos.

What I've shipped: a multi-agent LLM platform (Mistral 7B + LLaMA 3 70B) that answers natural-language questions over 1M+ daily records, and multilingual LLM search in a live product used by real customers.

What you get:

A chatbot, RAG pipeline, or AI agent grounded in YOUR data with source citations and guardrails against hallucination

Honest feasibility assessment in my first reply: what works, what it costs to run, what accuracy to expect

Clean Python (FastAPI, LangChain), documented, delivered with setup instructions

Your API keys, your infrastructure, your ownership nothing locked to me

I'll tell you in the first message if your problem doesn't need an LLM. That honesty is why clients come back.

Message me with what you want the AI to do and 23 example questions it should handle I'll respond with a concrete plan.