Integration surfaces
Emmie can be embedded in collaboration channels (Slack, Telegram) or exposed via API for product and back-office workflows. Integration patterns emphasize structured inputs/outputs and correlation IDs for end-to-end tracing.
Operating model
Emmie is operated like a service: monitored for cost and latency, evaluated with regression suites, and governed via role-based permissions. This reduces risk and keeps behavior stable as models and prompts evolve.