I will build custom ai agent pipelines and multi agent automation workflows

S
saadabdullahz
S
saadabdullahz
Saad Abdullah

About this gig

Tired of one-shot LLM calls that don't actually automate anything? I build multi-agent systems where AI agents plan, execute, communicate, and self-correct end to end.

I specialize in agentic AI architecture. My work includes a 5-agent automated video generation pipeline (Story Audio Video Edit Undo), built with an MCP tool-abstraction layer, LangGraph-style orchestration, Pydantic state contracts between agents, a WebSocket-live FastAPI backend, and a natural language edit + version revert agent 46/46 tests passing.


What I can build for you:

  • Multi-agent pipelines with Supervisor/Worker or sequential architectures
  • LangGraph workflows with custom node logic, edges, and conditional routing
  • MCP (Model Context Protocol) tool servers and agent-tool integration
  • Agents that call external APIs, process files, query databases, or control other tools
  • State management with versioning and rollback between agent phases
  • Natural language intent classification feeding into automated action planners
  • FastAPI backends exposing your agent pipeline as a REST/WebSocket API
  • LLM-provider-agnostic systems (OpenAI, Gemini, Claude, Ollama swap without rewrites)

Get to know Saad Abdullah

Saad Abdullah
  • FromPakistan
  • Member sinceFeb 2024
  • Last delivery2 years
  • Languages

    English
I specialize in Agentic AI, GenAI, and MLOps. Built production-grade multi-agent systems with LangGraph and MCP, deployed Stable Diffusion inference on GPU cloud (RunPod), and shipped end-to-end ML pipelines with Airflow, MLflow, and Docker. Seeking an AI/ML Engineer role to own LLM-powered systems from architecture to deployment. I also do 2D/3D Unity game development and have expertise in C#