After my proof of concept (POC) on creating graphs from activity signals and then reasoning over the graph data, we've seen a significant improvement in LLM query quality. Soon, an internal project will kick off, which I'm calling "Brain X." In addition to building on my POC, the new project also draws inspiration …

In recent projects, I’ve often needed to work across multiple repositories, as well as on supporting documents that are not stored in Git. This makes it important to introduce a “workbench” concept—a setup that brings together all relevant repositories and supporting artifacts. Once the workbench is in place, it …

I’ve used LLMs in development, daily operations, and product offerings within the company. They are powerful—able to interpret even vague requirements and still take meaningful action. However, the same prompt can produce different outputs each time. Sometimes this leads to pleasant surprises, but it can also introduce …

This blog documents my recent practice of using AI to enhance my reading process and the benefits I’ve gained from it. I maintained my book list in a spreadsheet, which helped me track what I’ve read, what I’m currently reading, and what I plan to read. While this works well, I wanted to improve a few things: Group …

This blog outlines the step-by-step process for getting started with a Langchain demo. LLM Creation Go to the Azure portal and create an Azure OpenAI service. Within that service, navigate to the Foundry portal and deploy a cost-effective gpt-4o-minimodel (use version: 2024-07-18). Simple Chat Create chat.py 1from …

This is a MCP Getting Started, to set up the simplest mcp server and go through the simple scenario. 1mkdir my-mcp-server 2cd my-mcp-server 3 4python -m venv venv 5source venv/bin/activate 6 7pip install fastmcp 8pip install pytz Create server.py 1from fastmcp import FastMCP 2 3mcp = FastMCP("我的第一个MCP服务器") 4 5@mcp.tool …

I have been very interested in 3D modeling and visualization techniques for a long time. In 2017, I started a GitHub project to build a simple modeling tool using raw WebGL directly. I decided against using frameworks like Three.js, mainly for educational purposes. The project progressed slowly. After struggling for …

Recently, a new trend has emerged in utilizing agent skills, as seen at: https://agentskills.io/home. It appears to be quite straightforward to assign specific tasks to an agent, provided that your requirements are clearly outlined in the skill.md file. I decided to give it a try. As an avid book lover, I occasionally …

I recently used vibe coding to complete two prototypes for my side projects. The experience was fantastic! General Experience I primarily used Visual Studio Code’s Agent mode with the Claude Sonnet 4.5 model. I would describe my requirements to the Agent, and it would write the code for me. I was impressed by how much …

#ai Sub-title: China, Silicon Valley, and the New World Order Author: Kaifu Lee Overview of "AI Superpowers" This summary is organized around the key themes of the book, with my specific highlights integrated directly into the narrative.

1. The Mechanics and Prerequisites of Modern AI Early AI consisted of "rule-based: …