Blog
Notes from the team building Oaklyn — research, releases and what customers ship with it.
Toward self-directing build pipelines
We're opening part of our multi-agent planning harness for preview this month.
Indexing very large repositories, safely
Reusing a teammate's index cuts time-to-first-query from hours to 90 seconds.
Fathom Logistics indexes 412,000 files on Oaklyn
Fathom now merges 640,000 lines of agent-written code a month, review latency down a third.
Brightmoor ships review cycles 31% faster
About 78% of Brightmoor engineers open Oaklyn daily, moving cycle time and defect rate together.
Building a better review agent
A custom regression metric let us tune the reviewer without low-signal noise.