The Automat

Field notes from the bleeding edge of business

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Who Owns the Model You Fine-Tuned? The Answer Surprises People

Drew Donaldson

Published on: 16/08/2026

Fine-tuned model ownership is decided by architecture, not IP law. What OpenAI, Anthropic, Bedrock, Vertex AI, Azure, and open weights actually give you.

Digital Sovereigntyfine-tuned model ownershipAI vendor lock-inmodel weightsopen-weight modelsAI contracts

Sovereign AI on a Startup Budget: What's Actually Achievable

Drew Donaldson

Published on: 02/08/2026

Sovereign AI on a startup budget is achievable. A practical, budget-tiered guide to keeping real control of your AI and data without a datacenter.

sovereign AIdata sovereigntyself-hostingopen-weight modelsBYOKhybrid AIsmall business AI