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2 entries

Keyword: vector-database
  • X post:wast3

    Memory Engineering: Why Large Context Windows Are Not True Memory

    An engineer showcases a low-cost memory architecture for Kimi K3 that replaces vector stores and context bloat with a four-node lifecycle based on expiration. Rather than persisting everything, memories must earn retention through active model reuse.

    697bookmarks67.1kviews

    AI & LLMs· Opinion

  • Video

    Video:Everlast AI

    Enterprise AI Knowledge Management and RAG: Practical Guide

    A video tutorial by Everlast AI explores the necessity of enterprise AI knowledge management over simple chatbots or context-stuffing. Using demographic figures and hands-on examples, it illustrates how companies risk losing critical know-how and demonstrates how to implement a Retrieval Augmented Generation (RAG) pipeline using vector embeddings and n8n via Claude Code.

    AI & LLMs· Tutorial

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