https://www.m365.fm/entity/embeddings/Numeric vectors produced by machine learning models that represent the meaning of text, images or other content, so that similar content lies close together and can be compared by distance in vector search.enhttps://www.m365.fm/community/u/mirko-p/blog/traditional-vs-vector-databases-why-context-beats-keywords-in-ai/https://www.m365.fm/community/u/mirko-p/blog/traditional-vs-vector-databases-why-context-beats-keywords-in-ai/Thu, 27 Aug 2026 07:03:14 -0000articleWelcome back to the podcast companion blog! In today's fast-paced digital ecosystem, artificial intelligence and large language models have completely shifted how w…https://www.m365.fm/community/u/mirko-p/blog/conquering-the-billion-vector-problem-in-azure-ai-search/https://www.m365.fm/community/u/mirko-p/blog/conquering-the-billion-vector-problem-in-azure-ai-search/Wed, 26 Aug 2026 15:52:25 -0000articleWelcome to our deep dive into one of the most pressing challenges in modern enterprise artificial intelligence: scaling vector search to billions of records. If you…https://www.m365.fm/community/u/mirko-p/blog/why-pure-vector-search-fails-enterprise-ai-and-how-to-fix-it/https://www.m365.fm/community/u/mirko-p/blog/why-pure-vector-search-fails-enterprise-ai-and-how-to-fix-it/Wed, 26 Aug 2026 13:09:05 -0000articleWhen you start deploying generative AI across your organization, you quickly realize that standard Retrieval-Augmented Generation (RAG) setups lean heavily on pure …https://www.m365.fm/community/u/mirko-p/blog/solving-the-billion-vector-problem-in-azure-ai-search/https://www.m365.fm/community/u/mirko-p/blog/solving-the-billion-vector-problem-in-azure-ai-search/Wed, 26 Aug 2026 09:52:17 -0000articleExplore the unique technical challenges of searching massive datasets at scale. This post breaks down how high dimensionality and memory constraints impact enterpri…https://www.m365.fm/community/u/mirko-p/blog/the-stateless-rag-trap-why-query-time-ai-architecture-falls-short/https://www.m365.fm/community/u/mirko-p/blog/the-stateless-rag-trap-why-query-time-ai-architecture-falls-short/Thu, 13 Aug 2026 07:51:49 -0000articleWelcome back to the blog! If you have been following along with our podcast discussions on enterprise artificial intelligence, you know we spend a lot of time looki…https://www.m365.fm/community/u/mirko-p/blog/mastering-enterprise-rag-why-metadata-is-the-secret-to-better-ai-answers/https://www.m365.fm/community/u/mirko-p/blog/mastering-enterprise-rag-why-metadata-is-the-secret-to-better-ai-answers/Thu, 13 Aug 2026 07:49:07 -0000articleWelcome back to the blog! If you have ever built a quick proof-of-concept AI chatbot, you know how magical it feels. You upload a few PDFs, point a vector database …https://www.m365.fm/show/episodes/your-copilot-has-no-memory-why-rag-fails-and-llm-wiki-fixes-it/https://www.m365.fm/show/episodes/your-copilot-has-no-memory-why-rag-fails-and-llm-wiki-fixes-it/Mon, 10 Aug 2026 00:00:00 -0000episodeCopilot can answer a question perfectly today and fumble the same question tomorrow because it searches instead of remembering. This episode explains why RAG-based Copilot stays shallow and how the LLM Wiki pattern adds compiled, maintained knowledge, for IT…https://www.m365.fm/show/episodes/vector-databases-simply-explained/https://www.m365.fm/show/episodes/vector-databases-simply-explained/Thu, 16 Jul 2026 00:00:00 -0000episodeVector databases are one of the key technologies powering modern AI applications, yet most people never interact with them directly. Unlike traditional databases that search for exact words or values, vector databases search by meaning, enabling AI to…https://www.m365.fm/show/episodes/rag-on-azure-simply-explained/https://www.m365.fm/show/episodes/rag-on-azure-simply-explained/Thu, 16 Jul 2026 00:00:00 -0000episodeRetrieval-Augmented Generation (RAG) is one of the most important techniques behind modern AI applications, enabling large language models to answer questions using your own business data instead of relying only on their training knowledge. In this episode of…https://www.m365.fm/show/episodes/private-rag-isnt-enough-the-missing-layer-between-data-sovereignty-and-data-security/https://www.m365.fm/show/episodes/private-rag-isnt-enough-the-missing-layer-between-data-sovereignty-and-data-security/Sat, 20 Jun 2026 00:00:00 -0000episodeveryone is talking about Private RAG, sovereign AI, regional hosting, and keeping enterprise data inside controlled environments. But in this episode of M365 FM, Mirko Peters explores a critical security gap that many organizations overlook: data sovereignty…https://www.m365.fm/show/episodes/stop-leaking-data-how-to-run-local-llama-on-your-sharepoint-files/https://www.m365.fm/show/episodes/stop-leaking-data-how-to-run-local-llama-on-your-sharepoint-files/Thu, 18 Jun 2026 00:00:00 -0000episodeArtificial Intelligence is transforming the way organizations manage knowledge, documents, and collaboration. Yet as companies rush to adopt AI assistants and large language models, one question continues to dominate every conversation: how can you benefit…https://www.m365.fm/show/episodes/the-billion-vector-problem-hnsw-vs-diskann-in-azure-ai-search/https://www.m365.fm/show/episodes/the-billion-vector-problem-hnsw-vs-diskann-in-azure-ai-search/Mon, 08 Jun 2026 00:00:00 -0000episodeThe explosion of AI-powered applications has created a new challenge: how do you efficiently search through billions of vector embeddings without exploding infrastructure costs? In this episode, we explore the “billion-vector problem” and compare two leading…https://www.m365.fm/show/episodes/i-engineered-copilot-for-35-million-pages-the-epstein-files-challenge/https://www.m365.fm/show/episodes/i-engineered-copilot-for-35-million-pages-the-epstein-files-challenge/Sun, 07 Jun 2026 00:00:00 -0000episodeIn this episode, Mirko Peters explores one of the most ambitious experiments in enterprise AI: engineering Microsoft Copilot to analyze and reason across more than 35 million pages of highly complex and interconnected information, inspired by the scale and…https://www.m365.fm/show/episodes/building-private-rag-a-blueprint-for-sharepoint-n8n/https://www.m365.fm/show/episodes/building-private-rag-a-blueprint-for-sharepoint-n8n/Sat, 06 Jun 2026 00:00:00 -0000episodeIn this episode of M365.fm, Mirko Peters explores how organizations can build a secure and private Retrieval-Augmented Generation (RAG) platform using SharePoint as the knowledge source and n8n as the orchestration layer. The discussion focuses on moving…https://www.m365.fm/show/episodes/red-teaming-multi-model-ai/https://www.m365.fm/show/episodes/red-teaming-multi-model-ai/Mon, 11 May 2026 00:00:00 -0000episodeIn this episode of the m365.fm podcast, Mirko Peters explores why traditional AI security testing is no longer enough in modern enterprise environments. The discussion focuses on “red teaming” for multi-model AI systems, especially in highly regulated…https://www.m365.fm/show/episodes/vector-search-is-not-a-strategy-the-new-standard-for-copilot-accuracy/https://www.m365.fm/show/episodes/vector-search-is-not-a-strategy-the-new-standard-for-copilot-accuracy/Fri, 01 May 2026 00:00:00 -0000episodeThis episode explains that vector search on its own is not a complete or reliable strategy for building accurate AI systems like Copilot. While many organizations rely on embeddings and vector databases to retrieve information, this approach often leads to…https://www.m365.fm/community/u/mirko-p/blog/ai-agents-copilot-studio-azure-ai-foundry-ai-vs-ai/https://www.m365.fm/community/u/mirko-p/blog/ai-agents-copilot-studio-azure-ai-foundry-ai-vs-ai/Tue, 17 Mar 2026 20:44:13 -0000articleAI Agents, Copilot Studio, Azure AI Foundry: AI vs AI? Explore use cases & the differences between Copilot Studio and Azure AI Foundry. Which AI is right for you?https://www.m365.fm/show/episodes/azure-ai-infrastructure-architecture/https://www.m365.fm/show/episodes/azure-ai-infrastructure-architecture/Wed, 21 Jan 2026 00:00:00 -0000episodeIn this episode of the M365.FM Podcast we dive into Azure AI infrastructure architecture — not as another workload, but as a fundamentally different architectural reality that every CIO, CTO, CISO, and enterprise leader must understand. Most organizations…