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Articles on AI in practice, productivity & life
What Is Karpathy's LLM Wiki? A Zettelkasten User's Honest Review
Karpathy's LLM Wiki pattern went viral in the AI community. As an Obsidian + LYT user, I ran his method on his own method — and found the real divide is about classification: folders, tags, wiki pages, same container problem in different skin.
Why Enterprise AI Workflow Adoption Gets Stuck at Step One
The real bottleneck in enterprise AI workflow adoption isn't tools or budget — it's that most business processes have never been documented. A real case study, why traditional SOPs don't work, and the three questions managers can ask today.
I Built an AI Agent Company and Wanted to Shut It Down on Day One
6 AI agents, OKRs, approval workflows, budget controls. Everything in place. Day one, I realized: management overhead outweighed the output. A lesson from 10 years as a PM.
Private LLM vs API: 3 Ways to Deploy AI in Your Company — Cost, Security & Trade-offs Compared
Companies want AI but worry about data leaks. This guide breaks down 3 deployment options — subscription (Claude Pro/ChatGPT), managed cloud (AWS Bedrock/Azure OpenAI), and self-hosted open-source models — comparing cost, data flow, and usability with cited sources.
Agent Harness: What Actually Determines Whether AI Delivers or Disappoints
Same AI model, different system wrapped around it — ranking jumps from outside Top 30 to Top 5. The most important consensus in AI for 2026 isn't which model is best. It's the agent harness — the system that turns raw intelligence into reliable output. Here's what it is and why it matters more than the model.
I Built an AI Meeting Notes Tool in 4 Hours for $0.32/hr
Built an AI meeting notes tool in 4 hours: speech-to-text with Qwen3-ASR, auto-generated transcripts and summaries, plus a real-time tactical advisor. Total cost: $0.32 per hour of meeting.
Claude Skills Guide: Build AI Workflow Automation From Scratch
A practical Claude Skills guide with real examples. Learn how skills work, the three-layer loading architecture, trigger mechanics, design patterns, and Anthropic's official writing philosophy. Includes hands-on experience and getting started tips.
How to Use Claude Code: From Setup to Your First Task
Learn how to use Claude Code in 5 minutes. A beginner-friendly guide to setup, installation, and completing your first task. Let AI do the work—not just talk about it.
Obsidian PKM Guide: How I Use AI to Build a LYT Note-Taking System
LYT (Linking Your Thinking) is the most popular PKM framework for Obsidian. After years with PARA and Zettelkasten, here's why I switched to LYT — and why it's the best note-taking method for the AI era.
Your Tools Set Your Ceiling
Most people work around broken tools instead of fixing them. The cost is 30+ minutes a day doing things you shouldn't have to. I built an AI workflow with Claude Code, MCP, and Obsidian — here's what I learned from three tool-fixing decisions.
Agentic Coding: A Practical Guide to Tools, Workflows, and Getting Started
A practical agentic coding guide: 5-tool comparison, product maturity framework, real workflows, and a step-by-step path from vibe coding to production.
Agentic Coding: One Year from Vibes to Agentic Engineering
What is agentic coding? How is it different from vibe coding? In one year, AI coding evolved from 'go with the vibes' to 'lead an AI engineering team.' A PM's firsthand perspective.
I Got Fed Up, So I Built a Free Tools Site
Tired of ads and watermarks? I built NeatToolkit — free online tools, no signup required, just open and use.
OpenClaw Setup Guide: 26 Tools + 53 Skills Explained
Finished installing OpenClaw but unsure what to enable? This research-backed guide breaks down all 26 Tools and 53 official Skills — what they do, the risks, and how to configure them. Includes my full config you can copy.
Is OpenClaw Safe? 5 Security Settings You Must Configure
Updated March 2026. Is OpenClaw safe? One-click exploit (patched), 824+ malicious Skills, VirusTotal scanning live. Learn the 2 threat sources and 5 must-do security settings to protect yourself.
OpenClaw Deploy Cost Guide: Build Your Personal AI Assistant for $0-8/month
Updated March 2026. Complete OpenClaw hosting cost breakdown: VM options, LLM API pricing (GPT-OSS-120B, GPT-5.4, Gemini 3), real agent token usage, and heartbeat hidden costs. Find the right setup for your budget.
Why I Left Roam Research After 5 Years (And Switched to Obsidian)
I paid $500 for Roam Research and even invested in the company. 5 years later, AI made me switch to Obsidian. Here's why note format matters more than the tool.
The AI Arbitrage Opportunity: Code Just Got Cheap
AI made coding cheap. Skills that took years to learn now take days. But this window won't stay open forever—when everyone can build with AI, the arbitrage ends. Start building digital assets now.
12 Week Year Guide: 3 Concepts to Finally Achieve Your Goals
Why do annual goals fail? Not willpower—the time unit. Learn Lead vs Lag indicators, Weekly Execution Score, and WAM to get 4 fresh starts per year.
How I Built an AI Second Brain with Claude Code + Obsidian
New Year goals fail every year, emails pile up, meetings blur together — the problem isn't willpower, it's not being able to see yourself. Here's how I built an AI second brain using Claude Code and Obsidian: goal tracking, automated email, AI meeting notes, daily briefs, and a knowledge base that actually remembers.
Free Azure Credits for Startups: How to Get $5,000 from Microsoft
Get $5,000 in free Azure credits through Microsoft for Startups. Step-by-step guide for indie developers: application process, business verification, and maximizing your startup credits.
14 Years Away From Code. Then AI Changed Everything.
After 14 years away from engineering, I spent 6 months learning Bubble—only to discover No-Code's fatal flaw: every tool is a walled garden. Then Claude Code appeared. Within 6 months, I shipped a complete SaaS: backend API, web app, Chrome extension. The difference? No-Code teaches you tools. AI coding teaches you communication. That skill doesn't reset.
How Minerva MDA Changed My Life
A 21-month journey of transformation. From feeling stuck in my comfort zone to building the ability to create new possibilities.
Coursera Self-Learning Guide: Leverage Online Resources to Build Your Career
Founded in 2012 by Andrew Ng and Daphne Koller, Coursera partners with 350+ top universities and companies, offering everything from individual courses to full degrees. Popular fields include data analytics, programming, and AI. Coursera isn't just a learning platform—it's an effective tool for bridging skill gaps and boosting your competitiveness.
How a Coursera Course Triggered My Career Transformation: From Product Manager to Data Analyst
The catalyst for change often lies in a simple decision to begin. How one small learning choice completely transformed my career trajectory in three years.
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