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Fred now treats observability as a first-class platform capability. With Spot, users can discover Prometheus and OpenSearch tools over MCP, ask monitoring questions in natural language, generate exact PromQL, and persist audit reports to MinIO-backed storage.
April 3, 2026 in observability, platform by Simon Cariou9 minutes
Fred can now observe power and energy usage in Kubernetes via MCP and Kepler. This post walks through the setup and shows example visualizations and insights.
June 2, 2025 in kubernetes, observability by Simon Cariou3 minutes