I will build ai agents and rag chatbots with python and langgraph

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Amman Faisal

About this gig

I build production AI agents and RAG (retrieval-augmented generation) systems that answer from your own documents, with sources, and take real actions through your APIs, not just demo chatbots.


WHAT YOU GET

- Document Q&A chatbot grounded in your data, with source citations

- LangGraph agents with tool calling (CRM, databases, REST APIs, Zendesk, etc.)

- Guardrails: the agent declines out-of-scope questions and hands off to a human when unsure

- Human-in-the-loop approval for sensitive actions

- Conversation memory, structured logging and error handling

- Clean FastAPI backend, Docker-ready, with setup notes


WHY ME

- Shipped production AI in healthcare and enterprise (CRM, ERP, OCR), serving 3,000+ users

- Built a live voice AI agent handling real customer calls

- Work in Python, FastAPI, LangGraph, pgvector, OpenAI, Claude and Gemini APIs

- Code is clean, tested and documented so your team can maintain it


PROCESS

1. Short discovery call and requirements check

2. Architecture proposal (stack, costs, timeline)

3. Build in milestones with demo updates

4. Testing, deployment help and handover


Send me your use case and data sources and I will reply with a plan the same day.

Get to know Amman Faisal

Amman Faisal

Data Scientist,Generative AI and Computer Vision Expert

  • FromPakistan
  • Member sinceAug 2023
  • Avg. response time1 hour
  • Languages

    Urdu, English
Data Scientist specializing in Generative AI, Computer Vision, and Deep Learning. I build intelligent models that turn data into real-world solutions — from image recognition and GAN-based generation to predictive analytics and automation. Passionate about crafting AI systems that blend creativity, precision, and impact. Let’s turn your data into something smarter.