Design, build, and review multiple tasks in parallel
How we ship so fast. Coordinated teams of agents design, plan, build, review, and release in parallel – under human direction, with the rigor most teams cut.
Agent speed, principal-engineer rigor
This isn't a prompt telling one model to go build it. It's a coordinated system of specialized agents, checked by humans, so the work comes back fast and correct.
Evaluate gaps and distill requirements up front
We start with a set of real requirements, then a team of agents poke holes in the plan – surfacing edge cases, security questions, and unknowns before writing any code. Human-in-the-loop iteration builds a robust spec up front instead of discovering missed requirements later on.
A spec becomes a build plan, validated against actual code
The approved design is broken into small, sequenced tasks across functional areas, each with exact files and interfaces. Agents validate the plan against the actual codebase first, catching gaps and conflicts before they turn into rework.
One conductor keeps a multi-day build on track
An orchestration agent runs the whole job – dispatching work, tracking progress, and keeping every team aligned. Workers and reviewers build in concert towards a full-fledged implementation. Nothing gets lost, nothing gets built twice.
The right model for every task
Work fans out to a swarm of agents running in parallel, each routed to a model optimized to balance task complexity and cost – from fast and mechanical to slow and careful. Test-driven development principles built on red/green testing loops.
Every change is challenged before it ships
A dedicated reviewer agent reads every diff and re-runs tests. On the code that matters most, a debate team of multiple agents take opposing sides and argue it out – red team against blue team – with a controller weighing the verdict. Anything serious goes back for a fix and re-review, then a final pass reviews the whole branch for how it fits together.
Releases go out clean, always with human review
Agents never merge on their own. Humans review and re-test everything. We use automation as much as possible, but it never replaces a person validating a feature works. Upon approval, docs are updated automatically and release notes are compiled by an agent based on what actually shipped.
- Design, build, and review loops running in parallel
- Human-in-the-loop approvals of all design specs and changes
- Tests, doc updates, and release notes auto-generated
How impossible timeline happens
Agent Teams is how we deliver what used to take quarters, without cutting the corners.