The Dependency Cost That Finally Became Undeniable
What MAI-2 establishes institutionally is that Microsoft has concluded the OpenAI arrangement cannot scale on its current terms. The microsoft/aspire CI pipeline improvements tracking underway in parallel — cutting build times from 121 minutes to 57 minutes, hardening infrastructure against download failures — reflects an organization focused on engineering efficiency at every layer. Reducing AI model dependency fits the same operational logic: own the critical path, cut the variable cost. The developers who called this move inevitable on r/LocalLLaMA were not wrong about the timeline; they were just early.