I will debug python fastapi llm api integration errors and failing requests

M
mhamedaskoure
M
mhamedaskoure
Mhamed A

About this gig

Is your Python or FastAPI LLM integration failing with timeouts, bad requests, provider errors, broken callbacks, or unstable API behavior?


I will debug and harden an existing integration so the failure is reproducible, handled clearly, and covered by focused tests.


Depending on the package, I can help with:

- request and response handling

- FastAPI endpoint and webhook issues

- timeout, retry, and exception handling

- provider/API integration errors

- validation around external responses

- focused regression tests


This gig is for fixing and hardening an existing Python/LLM API integration. It is not full app development or model training.


Public code proof:

https://github.com/zongsm-cmyk/llm-reliability-rescue-demo


The public proof includes a FastAPI/Pydantic reliability layer and 11/11 regression tests.


To start, send the failing error or redacted request/response example, the relevant Python/FastAPI code, your provider/API, and your deadline. Remove API keys, secrets, and personal data.


Get to know Mhamed A

Mhamed A

AI Integration Automation Developer

  • FromMorocco
  • Member sinceSep 2026
  • Languages

    Arabic, English, French
I am a Python and AI automation developer focused on building reliable LLM workflows with structured outputs and rigorous validation. I specialize in workflow engineering, including provider routing, failure handling, and reproducible testing. I also have extensive experience in Arabic content quality and AI output evaluation.