From prompts to processes
Single-prompt AI systems plateau quickly. Production work needs orchestration.
Where teams stumble
Three failure modes dominate: state drift, contract confusion, and unclear ownership of errors.
- Pin the schema of every handoff
- Make retries idempotent
- Surface the right errors to the right layer
Orchestration is mostly about making failure boring.— Engineering lead, Global AI Nexus