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Project Citadel: Building a Fully Sovereign Dual-Engine GraphRAG on Consumer Hardware
How I combined Neo4j, pgvector, and Gemma4:31b to solve the local document management nightmare â and the technical dead-ends I hit along the way. Introduction Over the past few years, I have followed...
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Can a Rubric Gate Stop an Agent From Taking the Wrong Action?
Inspired by Claude Outcomes, I tested a small outcome-gated retry loop on 30 support decisions. Wrong final actions dropped from 6 out of 30 to 2 out of 30, but the remaining failures showed why dete...
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Azure AI Gateway in Practice â Expose an Azure ML Online Inference API as a MCP Server
Background In one of my previous articles, I shared how to deploy a trained model on Azure Machine Learning and expose it as an online inference API. In this article, I want to continue along that pa...
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