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📰 Dev.to · Robin

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Treat Per-Task Model Switching as a Concurrency Protocol

Dev.to · Robin 🧠 Large Language Models ⚡ AI Lesson 2w ago

Treat Per-Task Model Switching as a Concurrency Protocol

Use generations, compare-and-swap semantics, and idempotent request IDs so late model-switch completions cannot overwrite newer intent.

LiteLLM vs. Komilion: Two Different Bets on the Same Problem

Dev.to · Robin 🧠 Large Language Models ⚡ AI Lesson 5mo ago

LiteLLM vs. Komilion: Two Different Bets on the Same Problem

I have a PR open on LiteLLM right now (PR #21354 — adding Komilion as a supported provider). So I've...

The Great Model Rush of February 2026 — And Why It Actually Makes Choosing Harder (Not Easier)

Dev.to · Robin 🧠 Large Language Models ⚡ AI Lesson 5mo ago

The Great Model Rush of February 2026 — And Why It Actually Makes Choosing Harder (Not Easier)

Five major AI model releases in two weeks. Pricing that varies 10x for similar quality. A literal 15-minute release race between OpenAI and Anthropic. Here's wh