Inside the memory write pipeline: scanner, embed, store, notify
How Agent Brain turns a new memory into something searchable and safe, through a scan, embed, store, and notify pipeline.
By Agent Software

Scheduled article
This post is scheduled to publish in full on December 14, 2026. The final URL is already live so social previews, search crawlers, and future readers all resolve to the same article.
Writing a memory isn't one step — it's four, and the first one exists to catch what should never be stored at all.
- Final publish date: December 14, 2026
- Primary categories: Architecture
- Tags: #suite #agent-brain #memory
In the meantime, the related posts below cover the adjacent product and engineering context this article builds on.


