A dedicated backend service for AI policy generation
ReleasedMarina Köhler
The AI policy generator is now powered by a dedicated backend service running alongside the main admin application. Keeping the AI pipeline in its own process means a long policy generation cannot block the admin app, and we can scale the two services independently as demand changes.
The service is provider-agnostic. The same code path generates a draft whether you picked one provider or another — adapter modules per provider handle the translation. That means adding a new LLM in the future is a small change, not a structural rewrite.
Operationally the service exposes a readiness probe, structured logs, and metric counters per provider so we can spot quota issues and latency outliers before customers do.
April 28, 2026
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- SLSara Lindqvist
Splitting the AI backend into its own process is the right architectural call. Long generations should never block the admin UI, and scaling LLM-bound work independently from the CRUD app is the textbook pattern.
May 3, 2026
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