Notes on the language, runtime, and systems built with them.

Product updates, engineering decisions, and field lessons from putting custom business systems into production.

Choose a reading path See how Swirls works

Follow the part of the system you are working on.

013 notes

From agent output to durable work

Move useful AI behavior into declared workflows a business can inspect.

  1. Prompt or process? Why operational agents need to be declarative
  2. Every tool is a workflow
  3. Anatomy of a `.swirls` file
022 notes

Authority and outside systems

Declare provider actions, credential delivery, identity, and access boundaries.

  1. Ridding ourselves of API keys
  2. The integration catalog is live
031 note

The system behind Swirls

The client work that brought Apps, workflows, review, and production responsibility into one language.

  1. Introducing Swirls

Apply the ideas to one real system.

Bring a process, working build, or client discovery material. Turn it into reviewable .swirls source.

Join private betaSee how it works