RAMKUMARMN

Trace the Python FastAPI AI Router, LLM configurations, and AI payload logic.

Analyze continuous integration, deployment pipelines, and GitHub Actions.

Map the internal shared registries inside the cixio/ folder.

Map containerization strategies, Docker Compose services, and startup scripts.

Trace Kafka event brokers, RabbitMQ task queues, and Mosquitto MQTT pipelines.

Map environment variable schemas, secret injections, and configuration keys.

Map OpenTelemetry tracing, Prometheus metrics, ELK logging, and Grafana dashboards.

Map Infrastructure as Code (IaC) modules, state, and AWS resource definitions.