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Ethan Ludwig

I run InferHaven, a privacy and local-first AI research studio, solo and in the open. The two products are Bulkhead, a self-hostable AI coding server you run on hardware you control, and CodeTrain, a Socratic AI tutor for engineering teams that teaches developers on their own codebase. The source for Bulkhead is public.

I write here about the things that turned out to be harder than they looked: bugs a test cannot see, why code review does not survive being reproduced, and what it actually costs to keep inference off someone else's servers. Mostly first-hand, mostly with the numbers attached.

More at about InferHaven, or on LinkedIn. I answer email at lighthouse@inferhaven.com.

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