The MongoDB Podcast

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Modern AIOps: What It Takes to Build Reliable AI Products

Explore episode Jun 5, 2026
Technology
Why Traditional Software Engineering Breaks with LLMs

Modern AIOps: What It Takes to Build Reliable AI Products · Jun 5, 2026 Technology

Before LLMs, software bugs were logical — a missing condition, a stack overflow. You could reason your way to the fix. LLMs are non-deterministic: the same input can produce a different output every time, and traditional unit tests are useless against that. Observability is no longer reactive maintenance; it's a required part of the build process from day one.

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