How to Build AI Agents That Don't Hallucinate: Structured Workflows

A developer replaced fragile prompt chains with typed schemas, guardrails, and per-step evaluation, achieving 94% task success versus a 60% baseline. The approach uses Pydantic schemas for each step, validation gates with auto-retry, and an explicit state machine. This method provides visibility into failures and prevents cascading errors from malformed outputs.