From ticket to pull request
How Kurt picks up a task, writes the code in your repo, runs the tests, and opens a review-ready PR — while your engineers stay on the hard problems.
Why we built one platform instead of ten tools
One identity, one knowledge base, one billing core — and six products that get better together because of it.
Grounding AI in your own knowledge
Retrieval with sources, not guesswork: how every answer stays anchored to your documents — and holds for a human when it is unsure.
The architecture behind multi-tenant AI
Opaque references over shared tables: how every organization stays isolated while products plug into one platform.
How coding agents open review-ready PRs
Build, test, lint, and a clean diff your team can actually review — the engineering behind an autonomous software factory.
Designing for the human in the loop
When AI should act, when it should ask, and when it should hand off — the product decisions that keep automation trustworthy.
What 21 years of shipping taught us about AI
Lessons from two decades of running real commerce — and why proven infrastructure beats a clever demo.
Building a team that builds with AI
How we structure work, reviews and ownership when half the first draft comes from an agent.
Moderation that scales without losing your voice
Routine handled, brand intact: how Social and Marketplace draft on-brand replies and surface only what needs a person.