LLM Agent Guardrails: The Engineering Playbook for Taking an 8B Local Model from 53% to 99% on Agentic Workflows

Table of Contents

The Reliability Crisis in Agentic AI

Why Do LLM Agents Fail? The Four Failure Modes

The Guardrail Architecture: Four Pillars