https://site.fredlab.dev/tags/knowledge-flow/Recent content in Knowledge-Flow on FredHugoenCopyright (c) 2020-2024 ThuliteThu, 16 Apr 2026 12:00:00 +0200https://site.fredlab.dev/blog/tabular-data-in-fred-rebac-scoped-parquet-s3-and-duckdb/Thu, 16 Apr 2026 12:00:00 +0200https://site.fredlab.dev/blog/tabular-data-in-fred-rebac-scoped-parquet-s3-and-duckdb/Fred now treats tabular data like the rest of the corpus: document-scoped, team-aware, and authorization-first. This post explains why the old SQL-store model was limiting, how the new Parquet plus DuckDB runtime works, and what this changes for security, performance, and operations.https://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.https://site.fredlab.dev/blog/rico-learns-to-reflect-smarter-document-qa-with-self-rag-techniques/Tue, 05 Aug 2025 17:00:00 +0200https://site.fredlab.dev/blog/rico-learns-to-reflect-smarter-document-qa-with-self-rag-techniques/Rico, the document expert agent in Fred, now leverages Self-RAG-inspired strategies to assess document quality, retry with smarter queries, and generate more accurate answers. This post explains the improvements.https://site.fredlab.dev/blog/expanding-fred-with-mcp-a-playground-for-next-gen-agentic-architectures/Mon, 19 May 2025 12:00:00 +0200https://site.fredlab.dev/blog/expanding-fred-with-mcp-a-playground-for-next-gen-agentic-architectures/Fred is now capable of serving and consuming components over the Model Context Protocol (MCP). Discover how this unlocks new architectures and makes Fred a live testbed for building interoperable AI agents.https://site.fredlab.dev/blog/introducing-the-new-fred-architecture-modular-agentic-and-knowledge-aware/Wed, 07 May 2025 16:27:22 +0200https://site.fredlab.dev/blog/introducing-the-new-fred-architecture-modular-agentic-and-knowledge-aware/Fred is now composed of three modular components: a React UI, an agentic backend using LangGraph, and a knowledge-centric backend for document processing. Learn how it all fits together.