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Case study — 2026
A conceptual platform for configuring, evaluating, deploying and observing multiple AI agents.

Key decisions
The context, trade-offs and technical choices that shaped the outcome.
Relais is a DevOps case study focused on the lifecycle of AI agents: configuration, versions, evaluations, deployments and production observability.
Prompts, tools, models and permissions are versioned independently from the runtime. A change can be evaluated and rolled out progressively without rebuilding the entire application.
Traces, costs, latency, failure rates and evaluation results are brought into one workflow. Alerts reflect product quality, not only server health.

