Blog

Notes from the lab.

Essays, experiments, and operational lessons from our alignment, interpretability, and red-teaming work.

A practical guide to distributed system patterns that hold up at scale, written from production experience across 40+ deployments.

Latency budgets are shrinking. Here's how the SaaS playbook is evolving to meet users at the edge — and what it means for infrastructure spend.

How a re-architecting around event streams cut Northwind's deployment cycle from 90 minutes to under 8 — and unlocked weekly releases.

Audit-trail exports, in-place secret rotation, and a redesigned API explorer. Plus eight smaller wins requested by customers.