Direct LLM API calls are wild now: state management nuance makes frameworks a must

m4rkmc · x · 2026-09-23

The author argues that writing direct model API calls no longer makes sense given the nuance in state management and per-model features. He recommends relying on well-maintained frameworks like LiteLLM, Vercel AI SDK, and Pydantic as a baseline for AI application development.

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