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All issues › Volume 343, Issue 2 › IT News › Platform Engineering

Platform Engineering for LLM Applications

Open Source For You, Tuesday, October 13th, 2026

LLM features break platform assumptions on quality, cost and trust; a model gateway is the one place to enforce controls.

Drawing on consulting work, the author describes a logistics firm whose AI spend jumped from Rs 42,000 to Rs 1.1 million in two months because an agent looped without a retry ceiling, which went unnoticed until tracing was added.

Most of the platform (Kubernetes, ArgoCD, Prometheus) stays the same, but three things fail silently.

Quality fails because a well-formed 200 response can carry stale answers, cost shows up a month late on the bill, and trust erodes because prompts mix your instructions with untrusted text.

The fix is a model gateway such as LiteLLM in front of every model call to enforce budgets, routing and observability.

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