Originally published on AI Tech Connect.
What changed — and why it matters now For a couple of years, "run your agent locally" was a hobbyist's promise that fell apart the moment you tried to do real work. The model would load, the chat would answer, and then your actual tools — Claude Code, your editor harness, your in-house agent runner — would refuse to talk to it because they spoke a different API dialect. That gap has quietly closed. This is not a single launch from this week; it is the mid-2026 maturation of a stack that became usable over the first half of the year. Two changes did most of the work. Ollama learned Anthropic's language. As announced on 16 January 2026, Ollama v0.14.0 and later added Anthropic Messages API compatibility. The local server listens on localhost:11434 and accepts requests at /v1/messages in…
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