Frequently asked questions
Frontier models and coding harnesses evolve every quarter. By decoupling intelligence from the runtime fabric, your team can switch between Cursor, Claude Code, Codex, and Pi — or swap models like Composer, Claude, Grok, and Mistral — without migrating your infrastructure or rewriting stack.json.
Every agent works on an isolated git branch (agent/<id>) and a dedicated sandbox environment with an explicit permission and credit ceiling. Production keys and main branches remain under human engineering control.
Stakeholders and partners can mention @agent in the project conversation from the web console, Telegram, or WhatsApp. The agent builds on a preview branch and replies with a secured preview URL.
Related capabilities, architectures, and comparisons
Ship your stack on the Software Lifecycle Cloud.
Closed preview on dedicated European infrastructure. Bring a repository or start from a blueprint.