AI Engineering

Why Agent Pilots Die: A Playbook for Production Agents

Most AI agent pilots never reach production. This playbook gives a CTO the implementation patterns that do: orchestration, state and hand-offs, guardrails, evaluation, and cost control, with the failure modes that kill agent projects and how to design around them.

Why Agent Pilots Die: A Playbook for Production Agents

Most agent pilots die before production.

The gap between an impressive agent demo and a production system that earns its cost is where most projects fail. This playbook gives a CTO the orchestration patterns, guardrails, evaluation, and cost controls that get agents into production and keep them there.

What this whitepaper covers

  • Orchestration patterns: sequential, parallel, and tree-based, in production terms.
  • State, hand-offs, and the failure modes that break multi-step agents.
  • Guardrails and human-in-the-loop gates for irreversible actions.
  • Evaluation and cost control: keeping quality up and the token bill predictable.