Small Context, Serious Work
How Loomfield uses focused retrieval, smart micro-sessions, and the smallest capable model to spend context where it actually improves the work.
Writing desk
Ideas from the work.
Curated field notes about operating systems, product judgment, practical AI, and what I'm learning as I build Loomfield.
Editorial line
Concrete over theoretical. Systems over tools. Lessons earned by trying to make real work easier to run.
On the Desk: Teaching the Vault to Run the Work
A June workbench update on making the vault leaner, better routed, and responsible for carrying useful results into the next session.
Building Loomfield: an operating system for AI work
Why the next useful layer for AI is not a better chat window, but a shared brain, durable work, and controls that earn trust over time.
From Helpful Chats to an AI Operating System
What the first real limits of a shared AI vault reveal about rules, enforcement, coordination, and the missing operating layer.
Designing a Vault for AI Work
Early notes on building a durable Markdown home for projects, decisions, reusable instructions, and the context an AI assistant should carry forward.