# The Distributed Systems Challenges of Deploying Agentic AI in Production

DevFeed: [The Distributed Systems Challenges of Deploying Agentic AI in Production](<https://devfeed.tech/articles/what-breaks-when-agentic-ai-reaches-production-23738.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/agentic-ai-production-infrastructure>)

Author: Quentin Packard

Published: 2026-06-04T00:00:00Z

Content type: opinion

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [consistency](<https://devfeed.tech/topics/consistency.md>), [incident](<https://devfeed.tech/topics/incident.md>), [observability](<https://devfeed.tech/topics/observability.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [consistency](<https://devfeed.tech/tags/consistency.md>), [distributed-system](<https://devfeed.tech/tags/distributed-system.md>), [incident](<https://devfeed.tech/tags/incident.md>), [observability](<https://devfeed.tech/tags/observability.md>), [systems](<https://devfeed.tech/tags/systems.md>)

## AI overview

This article argues that deploying agentic AI in production requires solving distributed-systems problems around memory state, concurrency, identity, blast radius, observability, and economics. It focuses on state management for agents serving concurrent users, including failures, consistency, durability, and recovery.

## Source excerpt

Most enterprise AI teams have built an agent that was impressive; far fewer have shipped one without a production incident that made someone question the whole program.