Interface Layer

The Interface Layer offers user-facing tooling and integration points:

  • SDKs & APIs: Comprehensive client libraries in Python and TypeScript, providing abstractions for data queries, agent lifecycle management, and execution controls.

  • CLI Tools: Command‑line utilities for environment provisioning, agent deployment, log retrieval, and system diagnostics.

  • Web Dashboard: Interactive UI built with React and shadcn/ui, featuring real‑time charts, agent performance metrics, configuration wizards, and role‑based access control.

  • Webhook & Event Hooks: Customizable webhooks and message queue integrations (e.g., Slack, MS Teams, Kafka) for real‑time notifications and external workflow triggers.

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