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Article

Markdown vs Vector Database for AI LLMs: A Beginner's Guide

Wait β€” aren't these two different things? Yes, and that's exactly the point. Comparing Markdown and Vector Databases is a bit like comparing a Word document to a filing cabinet. One is a format, ...

May 11, 2026
Article

How My AI Workflow Evolved from Prompts to Workflow

<![CDATA[ This post is a summary and discussion of the original article "How My AI Workflow Evolved from Prompts to Workflow" by Hoang Nguyen, published on codeaholicguy.com on April 11, 2026. All ...

May 7, 2026
Tools & Workflow

Beyond Prompts: The Evolution of AI-Driven Engineering Workflows

This article is inspired by the work of Hoang Nguyen. The Illusion of Speed in the Prompt Era For the past two years, the industry has been obsessed with the "Prompt." We've been told that...

May 7, 2026
AI

Cursor Cloud Agents Explained: My Machines, Self-Hosted Pool, and How It All Works

Cursor quietly shipped one of its most significant infrastructure updates in March 2026: Cloud Agents. The feature itself is not entirely new β€” the concept of background agents running in isolat...

Apr 23, 2026
Article

Cursor Cloud Agents: When Your AI Teammate Starts Filing Its Own PRs

The ceiling nobody talks about Local agents are fast to start. You open Cursor, describe the task, and the agent starts editing files. Feels like a superpower β€” until you try to run two agents at ...

Apr 22, 2026
AI Tools

Superpowers: The Agentic Skills Framework That Makes Claude Code Actually Think Before Coding

The Problem With Every AI Coding Agent Out of the Box You open Claude Code. You type "build me a user authentication system." And within seconds it's already writing UserController.cs β€” no questio...

Apr 20, 2026
Engineering

How AI Can Make Logging Timesheets Actually Easy

If you've ever had to log timesheets at the end of a long workday, you know the feeling: you stare at a form, trying to remember exactly what you worked on, for how long, and under which project c...

Apr 17, 2026
AI & Automation

Tokenmaxxing: Is Burning More AI Tokens Actually a Sign of Productivity?

Jensen Huang says he'd be "very concerned" if an engineer earning $500,000 a year spent less than $250,000 on AI tokens. Andrej Karpathy says "the name of the game is tokens." Meta's CTO calls hea...

Apr 13, 2026
AI & Automation

Smart Context System: Give Your AI a Long-Term Memory for Real Projects

The Problem: Your AI Has Amnesia Imagine you just joined a new project. You open Cursor, ask it why a certain tax calculation works the way it does β€” and it has no idea. It sees the code, but it...

Apr 7, 2026
Article

Skill-Based AI Execution: When Prompts Are No Longer Enough

When Prompts Are No Longer Enough There's a specific moment every senior dev hits when working with AI β€” not when it starts making mistakes, but when you realize you can no longer predict when it w...

Apr 2, 2026
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