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How LLMs and AI agents are breaking the 20-year-old stateless compute architecture

By

zknill

17d ago· 5 min readenInsight

Summary

The article argues that the foundational assumption of modern cloud-native architecture—that state lives in the database while compute is stateless—is being broken by LLMs and AI agents. This 20-year-old design pattern, where databases are scaled vertically and application servers horizontally with any request hitting any server, no longer works well with LLM-driven systems. The author identifies a missing routing primitive as a key architectural gap that needs to be addressed for AI-native systems.

Key quotes

· 3 pulled
LLMs and agents are quietly violating this assumption, and making this architecture increasingly hard to work with.
The 'cloud-native' architecture of the last decade is built on a 20-year-old assumption: that state lives in the database, and compute is stateless.
Any request can hit any server, the loadbalancer doesn't care, and the database is the single source of truth.
Snippet from the RSS feed
Web architecture is built on a 20-year-old assumption that state lives in the database, and compute is stateless. But we're missing a routing primitive.

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