BUILT AROUND THE WORKEverything that happens between “build this” and “ship it”.
Each layer is useful on its own. Together they make an Agent that can operate across frontend, backend, data, infrastructure and documentation.
01The complete autonomous engineering loop
Assign a software task and keep the entire path visible: understand the issue, write the change, run tests, debug failures and hand back a reviewable result.
- ✓Issue-to-change workflow
- ✓Goal completion and resumable turns
- ✓Build, test, diff and acceptance proof
02Planning that turns ambiguity into steps
A read-only planning pass breaks complex work into milestones before an execution Agent touches the working set.
- ✓Planner, Explorer, Worker and Reviewer roles
- ✓Subtask decomposition and checkpoints
- ✓Context compression for long-running work
03Tools with boundaries and security checks
Files, Bash, browser, Git and MCP are useful because their permissions and outcomes remain explicit.
- ✓Sandboxed local execution
- ✓Security analysis before changes
- ✓Approval-aware workspace and network policy
04A workflow that stays connected
Keep the account, Agent sessions and project source in one understandable product boundary, without exposing internal provider details to users.
- ✓GitHub repository discovery
- ✓Desktop Agent sessions and handoffs
- ✓Model-agnostic REST and WebSocket API