Category: FAISS

  • Enterprise-Grade RAG on Azure

    Enterprise-Grade RAG on Azure

    โœ๏ธ ๐๐ฒ ๐€๐›๐ก๐ข๐ฌ๐ก๐ž๐ค ๐Š๐ฎ๐ฆ๐š๐ซ | #๐…๐ข๐ซ๐ฌ๐ญ๐‚๐ซ๐š๐ณ๐ฒ๐ƒ๐ž๐ฏ๐ž๐ฅ๐จ๐ฉ๐ž๐ซ โญ Why Every Enterprise Needs RAG Today Modern enterprises generate massive unstructured data: Technical PDFs SOPs, Work Instructions Product specification sheets Safety & compliance documents ERP/PLM extracts Regulatory & MSDS documents Knowledge Base / Confluence pages Most of this data remains locked, making organizations slow, dependent on SMEs, error-prone,…

  • Agentic Systems vs MCP Systems

    Agentic Systems vs MCP Systems

    โœ๏ธ ๐๐ฒ ๐€๐›๐ก๐ข๐ฌ๐ก๐ž๐ค ๐Š๐ฎ๐ฆ๐š๐ซ | #๐…๐ข๐ซ๐ฌ๐ญ๐‚๐ซ๐š๐ณ๐ฒ๐ƒ๐ž๐ฏ๐ž๐ฅ๐จ๐ฉ๐ž๐ซ Clear Differences, Use Cases, and When to Choose What ๐Ÿง  1. What is an Enterprise Agentic System? An Agentic System is an AI setup where the LLM behaves like an intelligent worker (an โ€œagentโ€) that can: Reason Plan Execute tasks Call tools & services Make decisions Self-correct using memory…

  • How Search Works in Vector Databases โ€“ From โ€œTop Gunโ€ to โ€œMaverickโ€

    How Search Works in Vector Databases โ€“ From โ€œTop Gunโ€ to โ€œMaverickโ€

    โœ๏ธ ๐๐ฒ ๐€๐›๐ก๐ข๐ฌ๐ก๐ž๐ค ๐Š๐ฎ๐ฆ๐š๐ซ | #๐…๐ข๐ซ๐ฌ๐ญ๐‚๐ซ๐š๐ณ๐ฒ๐ƒ๐ž๐ฏ๐ž๐ฅ๐จ๐ฉ๐ž๐ซ ๐Ÿง  Why Do We Need Vector Databases? Traditional databases store structured data (rows & columns) and perform keyword or pattern matching.But AI systems donโ€™t think in keywords โ€” they think in meanings. For example: Searching โ€œTop Gunโ€ in SQL might return only exact word matches. A vector database, however,…