| Server-side development environments | Agents can build, test, use a terminal, and expose previews where the task runs. | Startup time, isolation, supported toolchains, network policy, and concurrency. |
| Requirement and AI task management | Work begins with a bounded outcome and leaves shared history beyond one chat. | How requirements map to repositories, review gates, and existing planning tools. |
| Multi-model support | Teams are not limited to a single model family at the workflow layer. | Exact providers, versions, data routes, quotas, cost, and regional availability. |
| Open-source private deployment | Core code and infrastructure can be inspected and operated inside a controlled network. | Upgrade path, backups, observability, secrets, support ownership, and AGPL duties. |
| Team and mobile workflows | Long-running tasks can be monitored beyond one workstation. | Role boundaries, notification quality, auditability, and daily developer adoption. |