Production LLM Pipeline & Structured Output SetupJose Robles
Hardening and implementation for LLM workflows that need strict outputs without hallucinations.
What I build:
- Typed output schemas: Pydantic or Zod validation so responses always match expected JSON models.
- Finite state machines: bounded execution paths that stop models from drifting or getting stuck in loops.
- Fallback strategies: automated retry mechanisms with error feedback directly into the prompt context.
Delivered as clean Python or TypeScript modules with unit tests ready to merge into your codebase.
Starting at$400
Duration1 week
Tags
Docker
FastAPI
Python
TypeScript
AI Engineer
Automations
Backend Engineer
Service provided by
Jose Robles Murcia, Spain
Production LLM Pipeline & Structured Output SetupJose Robles
Starting at$400
Duration1 week
Tags
Docker
FastAPI
Python
TypeScript
AI Engineer
Automations
Backend Engineer
Hardening and implementation for LLM workflows that need strict outputs without hallucinations.
What I build:
- Typed output schemas: Pydantic or Zod validation so responses always match expected JSON models.
- Finite state machines: bounded execution paths that stop models from drifting or getting stuck in loops.
- Fallback strategies: automated retry mechanisms with error feedback directly into the prompt context.
Delivered as clean Python or TypeScript modules with unit tests ready to merge into your codebase.
$400