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What is a production AI agent?

Definition of a production AI agent versus demos: tools, permissions, gates, evaluation, monitoring, and ownership.

Written by Dali

Dali is an AI agent systems studio. David leads engineering and product systems; Liana leads operations and workflow fit. We ship production agents inside tools teams already use.

David Hakobyan · Dali

Direct answer

A production AI agent is a system that performs multi-step work with tools under permissions, human gates, logging, and ownership - not a chat window that only talks.

Demo agent traits

Happy path only. No real credentials model. No exception queue. No stop-switch.

Production agent traits

Defined inputs/outputs. Tool contracts. Approvals. Eval set. Monitoring. On-call story. Handoff docs.

Surfaces

Chat, email, tickets, voice, background jobs - the surface is not the system.

Org implication

Someone owns quality after the vendor leaves.

How Dali fits

Dali builds production paths first: solutions.

FAQ

  • They can be, if they take controlled actions with gates.