Deployment options for agents: cloud, hybrid, and enterprise patterns including SSO, network controls, and audit integrations.

Deployment

Overview

Deployment is shaped by security posture, data residency requirements, and integration constraints. The platform supports patterns that align with enterprise operations, including controlled network egress and centralized observability.

Deployment patterns

  • Cloud-first: managed runtime with secure connectors to your systems.
  • Hybrid: agent runtime separated from knowledge stores or sensitive tools.
  • Enterprise integration: SSO, centralized logging, and network allowlists.

Operational requirements

  • Environment separation (dev/stage/prod) with distinct credentials and policies.
  • Change management for prompts, tools, and workflows (versioned artifacts).
  • Runbooks and incident response processes aligned with your SRE practices.
  • Capacity planning for peak usage and dependency rate limits.

Data and retention

  • Configurable retention for prompts, traces, and intermediate artifacts.
  • Redaction policies for logs and user-visible outputs.
  • Access controls for operational dashboards and audit exports.