Notes from building twinny, the self-hosted AI coding assistant for VS Code: how completion, the team gateway and the licence check actually work.https://blog.twinny.dev/enhttps://blog.twinny.dev/posts/a-licence-check-with-no-server/https://blog.twinny.dev/posts/a-licence-check-with-no-server/Why the team licence is a signed token verified offline, what it carries, what happens when it lapses, and what the gateway never sends.Tue, 22 Sep 2026 00:00:00 GMTlicensingsecuritygatewayhttps://blog.twinny.dev/posts/hello/https://blog.twinny.dev/posts/hello/What twinny is, what this blog is for, and the rule every post here follows.Tue, 22 Sep 2026 00:00:00 GMTtwinnymetahttps://blog.twinny.dev/posts/how-a-completion-is-made/https://blog.twinny.dev/posts/how-a-completion-is-made/The six steps between a pause in typing and ghost text at the cursor, and why the prompt matters more than the model size.Tue, 22 Sep 2026 00:00:00 GMTcompletionmodelsinternalshttps://blog.twinny.dev/posts/pooling-a-teammates-gpu/https://blog.twinny.dev/posts/pooling-a-teammates-gpu/How twinny-server lets a developer share their own computer's models with the team, what the sharer consents to, and why a busy GPU queues instead of failing.Tue, 22 Sep 2026 00:00:00 GMTteamsgatewayinternalshttps://blog.twinny.dev/posts/the-desktop-gpu-from-the-laptop/https://blog.twinny.dev/posts/the-desktop-gpu-from-the-laptop/How twinny pairs two of your own computers over an encrypted peer-to-peer link so a laptop can use a desktop's models, and what happens when hole-punching fails.Tue, 22 Sep 2026 00:00:00 GMTdevicesp2pollama