# From AI hype to durable reality -- why agentic flows need distributed-systems discipline

DevFeed: [From AI hype to durable reality -- why agentic flows need distributed-systems discipline](<https://devfeed.tech/articles/from-ai-hype-to-durable-reality-why-agentic-flows-need-distributed-systems-discipline-35836.md>)

Original publisher: [Read original article](<https://temporal.io/blog/from-ai-hype-to-durable-reality-why-agentic-flows-need-distributed-systems>)

Author: Kevin Martin

Published: 2025-06-11T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [agentic workflows](<https://devfeed.tech/topics/agentic-workflows.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [agentic-workflows](<https://devfeed.tech/tags/agentic-workflows.md>), [ai](<https://devfeed.tech/tags/ai.md>), [distributed](<https://devfeed.tech/tags/distributed.md>), [distributed-systems](<https://devfeed.tech/tags/distributed-systems.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [temporal-voices](<https://devfeed.tech/tags/temporal-voices.md>)

## AI overview

The article explains how Temporal's Durable Execution can support resilient agentic workflows and MCP tools. It describes a weather-agent example in which MCP tools are wrapped in Temporal Workflows and an HTTP call is implemented as a Temporal Activity, arguing that production AI systems face distributed-systems challenges.

## Source excerpt

Learn how Temporal's Durable Execution powers resilient AI agents and MCP tools, turning agentic workflows into scalable, crash-proof production systems.