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Stalwart Blog

How we use AI at Stalwart

AI has become part of how most software gets written, and Stalwart is no exception. But “we use AI” has become such a vague statement that it says almost nothing. So this post is the specific version: where AI measurably helps us, where we deliberately keep it out of the codebase, and why a server designed to run in large clusters still gets its architecture written by hand.

DKIM2 and DMARCbis have landed, and Stalwart speaks them first

Email authentication just took its biggest step in a decade. DKIM2 rebuilds DKIM around a verifiable chain of custody that survives forwarding, stops replay, and makes bounces provable, while DMARCbis trades the Public Suffix List for a live DNS tree walk and writes a decade of operational lessons back into the spec. Both are now fully implemented in Stalwart v0.16.12, the first mail server to support them, and both can be tested straight from the browser at the mail-auth playground.

Migration proxy: zero-downtime upgrades

A good number of Stalwart deployments are still on an older release for one reason: upgrading between versions meant a maintenance window, and downtime on a mail server is the one thing nobody wants to schedule. We promised a zero-downtime path built from two tools. Vandelay, the data-transfer half, shipped a couple of weeks ago. Today we are shipping the second and final part, the migration proxy, and with it the full workflow is real: a live deployment can move from an older Stalwart version to v0.16 one account at a time, with no scheduled maintenance window and nothing for end users to reconfigure.

Vandelay: the JMAP importer-exporter

Many Stalwart deployments are running an older version not because the operators want to, but because upgrading across a major release can mean migrating off an older database schema, and that means downtime. We promised a zero-downtime migration path built from two parts, a proxy and a transfer tool, and the question we hear most is when it will arrive. Today we are shipping the first part: Vandelay, a one-shot account migration and backup utility for JMAP that also imports from IMAP, CalDAV, CardDAV, WebDAV, ManageSieve, Maildir, Google Takeout, and (experimentally) Microsoft Exchange.