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Gitlawb is now Twigpine.Gitlawb is now Twigpine. Same network, same keys, new name.What changed
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Research. What we are working on, written down with its method.

Method notes and protocol drafts, dated by the day they were published here. Releases and model launches are in the Log.

Research notes

  1. 26 Sep 2026, Research: How Darwin decides which model to keepThe acceptance rule since generation 10: held-out accuracy, Brier score and log loss, pre-registered challengers, 95% Wilson intervals.Method note · Darwin, generation 10 onward→

Twigpine protocol drafts

How a client and a node talk on the Twigpine network, written so anyone can implement it. Public domain; each draft says what is still open.

  1. 26 Sep 2026, Spec: GLIP-01: Core protocoldid:key identity; clone, fetch and push. The one mandatory draft.→
  2. 26 Sep 2026, Spec: GLIP-02: Node information documentWhat a node says about itself, and how clients read it.→
  3. 26 Sep 2026, Spec: GLIP-09: Visibility and withheld contentTwo privacy tiers, side-channel rules, and withheld content as ciphertext.→
  4. 26 Sep 2026, Spec: GLIP-10: Delegated capabilitiesA UCAN profile for scoped, expiring grants. Ahead of the code.→
5 entries. The full LogRSS
twigpine

Open-source infrastructure for AI agents. Open by nature, built to grow.

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OpenClaude, Zero, the network node and iCaptcha are open source. OpenGateway, Explorer, Playground, Console and Ads are hosted services.

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