I will build llm apps, rag pipelines, and ai agents using langchain and fastapi

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idreesehsan
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idreesehsan
Idrees Ehsan

About this gig

I will build production-ready AI/ML solutions including LLM applications, RAG pipelines, and multi-agent systems using LangChain, LangGraph, and FastAPI.

Hi, I'm Muhammad Idrees Ehsan, an AI/ML Engineer with hands-on experience in building scalable and intelligent AI solutions. I specialize in turning complex ideas into clean, efficient, and deployable AI applications that deliver real business value.

What I can build for you:

  • Custom LLM applications (LLaMA, GPT, Groq, and open-source models)
  • Powerful RAG pipelines with vector databases (FAISS, Pinecone, Chroma, Weaviate)
  • Multi-agent AI systems and workflows using LangGraph
  • Intelligent AI chatbots with memory, tools, and reasoning
  • Semantic PDF/document Q&A systems
  • Fast, scalable AI APIs built with FastAPI
  • Interactive Streamlit or Gradio dashboards
  • AI-powered tools like code reviewers or fraud detection systems

Recent Projects:

  • Multi-agent AI Code Reviewer (LLaMA 3.3 70B + FastAPI)
  • Fraud Detection System achieving 0.97 AUC-ROC on 284K transactions
  • Semantic PDF RAG Q&A system (FAISS + LangChain + Hugging Face)

What you will receive:

  • Clean, modular, and well-documented code
  • Production-ready architecture with best practices
  • FastAPI bac

Get to know Idrees Ehsan

Idrees Ehsan

AI Engineer, ML Engineer

  • FromPakistan
  • Member sinceJul 2021
  • Languages

    English, Urdu
Hi, I’m Muhammad Idrees Ehsan, AI/ML Engineer specializing in LLM applications, RAG pipelines, and multi-agent systems (LangGraph + Groq). At PureLogics, I developed: • CodeScan: Multi-agent AI code reviewer using LLaMA 3.3 70B & FastAPI • Fraud Detection system (0.97 AUC-ROC on 284K transactions) with MLflow & Streamlit • Semantic PDF RAG Q&A using FAISS, LangChain & Hugging Face I provide production-ready solutions with FastAPI, Streamlit, unlimited revisions, and fast delivery from Lahore, Pakistan (ideal for US/EU clients). Let’s build your AI project!