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EXCERPT:
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. If you want to scale, you scale the database
vertically (get a larger machine) [1][1] or design the database schema around partition the data
and you scale your application servers horizontally (add more
boxes). Any request can hit any server, the loadbalancer doesn’t care, and the database is the
single source of truth.
LLMs and agents are quietly violating this assumption, and making this architecture increasingly
hard to work with. Not all at once, but in three subtle ways: