Opensearch on Fredhttps://site.fredlab.dev/tags/opensearch/Recent content in Opensearch on FredHugoenCopyright (c) 2020-2024 ThuliteFri, 03 Apr 2026 12:00:00 +0200Observability by Design in Fred: Prometheus, OpenSearch, and Spothttps://site.fredlab.dev/blog/observability-by-design-in-fred-prometheus-opensearch-and-spot/Fri, 03 Apr 2026 12:00:00 +0200https://site.fredlab.dev/blog/observability-by-design-in-fred-prometheus-opensearch-and-spot/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.RAG That Pulls Its Weight: How Fred’s Retrieval Stack Leveled Uphttps://site.fredlab.dev/blog/rag-that-pulls-its-weight-how-freds-retrieval-stack-leveled-up/Thu, 11 Dec 2025 17:00:00 +0200https://site.fredlab.dev/blog/rag-that-pulls-its-weight-how-freds-retrieval-stack-leveled-up/Fred’s latest release strengthens retrieval: Lucene HNSW with cosine, semantic/hybrid/strict modes, corpus/global scope controls, chunk visibility, and attachment summaries injected into context. This post explains the why and the how.