| Core positioning | Deploy, host, and self-heal control plane after AI coding | Cloud platform for frontend and full-stack web, with deep Next.js support |
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| Primary entry | One-line URL, CLI, MCP, upload, and public GitHub repos | Git integration, CLI, Dashboard, and framework workflows |
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| AI Agent authorization | One-time pairing link; Agent uploads after user confirms in browser | Not the default core deploy model |
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| Project types | Static, Next.js, Node.js, Python, single-container Dockerfile | Web frameworks, Functions, Fluid compute, and related platform capabilities |
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| Preview environments | No PR/branch Preview yet | Preview Deployments are a core workflow |
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| Runtime model | Static files or constrained always-on containers with idle sleep | Platform-managed Functions, Edge/Fluid, and related runtime models |
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| Data services | No managed database; connect external services | Marketplace and various storage/database integrations |
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| Maturity | Public beta, single node, clear boundaries | Mature commercial platform with team, enterprise, and global infrastructure |
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