Tag: AI

30 Posts

Building a “Lightweight Knowledge Index” for My Blog (V): Guess What You Want—The Real Introduction of Embeddings
1 Why Do We Still Need “Guess What You Want” Because it overlaps with the newly added "Right Menu" feature on the article page, after some consideration, I decided to remove the "Guess What You Want" feature. However, this article is still kept as a reference example for implementing similar features. In previous articles (see: Building a "Lightweight Knowledge Index" for My Blog…
AI and Cognition (I): Reconstruction of Creation in the AI Era—From Information Processing to Cognitive Collaboration
1 Changes Happening in the AI Era In today's society, AI has slowly penetrated into daily life. Large model products like ChatGPT, Claude, Gemini, as well as domestic ones like Doubao and DeepSeek, are already household names for ordinary people, who can use them to solve some basic…
Making Embedding an Infrastructure: Deploying Independent Embedding Services in PVE + LXC
1 When Embedding Moves from Experiment to Basic Capability In the previous article introducing RAG, I introduced that the core tool for vectorizing segmented text is the "embedding model" (see article: Understanding RAG from Scratch (Part 1): Principles and Complete Process Analysis), and also in the subsequent...
Understanding RAG from Scratch (II): Running a Local RAG Demo on Mac mini—A Practical Guide to the Minimal Architecture
1 Preface In the previous article (see article: Home Data Center Series - Understanding RAG from Scratch (I): Principles and Complete Process Analysis), I introduced the theoretical five-step process of RAG: “Chunking → Vectorization → Vector Storage → Retrieval → Answer Generation”; subsequently...
Value Reconstruction of Personal Blogs in the AI Era (Part 1): Becoming a Trusted Knowledge Anchor
1 The Crisis and Value of Personal Blogs Today. Once upon a time, the creative form of personal blogs (hereinafter referred to as blogs) was a beautiful landscape on the Internet. It was an era when everyone was willing to write something and share some insights: programmers recorded study notes, travelers wrote down stories along the way, food lovers...
Building a Self-Hosted Embedding Model with Ollama + Chatbox Knowledge Base in Practice
1 Preface In the previous article, I sorted out the core concepts and processes of RAG (see article: Home Data Center Series - Understanding RAG from Scratch (Part 1): Principles and Complete Process Analysis), but that was, after all, still at the theoretical level, mere talk on paper. To make RAG actually run, it is necessary...
Understanding RAG from Scratch (Part 1): Principles and Complete Process Analysis
1 Preface I have always had an idea—to build a chatbot for my blog so that it can understand the content of the articles in the blog and intelligently answer visitors' questions. At first glance, this requirement seems very simple, but in practice, it involves a series of unfamiliar and complex concepts: such as...
Highly Internationally Recognized ChatGPT API Proxy Solution: Comprehensive Analysis of OpenRouter + Domestic Payment Guide
1 Preface The AI learning map in my blog has not been updated for a while. It's not that my interest in AI has waned; on the contrary, many ideas and explorations have already taken shape in my mind. The reason that really made me stop is actually very simple: many practical scenarios ultimately cannot bypass “paid A...
       

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Here, long-term exploration is mainly carried out around the following directions:

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