Blog
Reasoning over unfamiliar codebases
A new retrieval pass grounds every suggestion in the files your team actually maintains, not just the nearest matching text.
Cutting cold-start indexing from hours to seconds
A new caching layer lets a repo skip the initial crawl entirely when a teammate has already indexed it, even on the largest monorepos.
Elmsgate Robotics reviews 2.1M lines a month with Driftloop
The hardware-software team cut pull-request turnaround in half without adding headcount to the review queue.
Notes from three months of pair-programming with an agent
What changed in our own workflow after wiring the research harness into daily standups and on-call rotations.
How we test suggestions before they ship
A look at the evaluation harness behind every model update, and where its coverage still falls short.