Engineered AI – Real Tools, No Hype

Your Local LLM Will Never Beat Claude. Stop Trying to Win That Fight.

A flyweight can't beat a heavyweight, no matter how you train it. Here's why local LLM realistic expectations means picking a different fight, not a weaker version of the same one.

#0710

I Asked ChatGPT and Claude to Plan My App. One Tried to Build Me a Company.

#0612

Building With AI as a Developer: What the Workflow Actually Looks Like End to End

// top_hits

This Week's Top Hits

Live data

Best Local AI Models for Your GPU: What Actually Runs at Every VRAM Tier

Apr 12, 2026

LLM Quantization Explained: What Q4, Q5, and Q8 Actually Mean for Your GPU

May 1, 2026

Stop Burning API Tokens on Tasks a Free Local Model Can Handle

Mar 24, 2026

Why Medium’s API Fails and What We Did Instead

Apr 16, 2026

Q4 vs Q5 vs Q8 Quantization: What the Difference Actually Costs You

Jul 2, 2026

All Time Hits

All Time

1 Best Local AI Models for Your GPU: What Actually Runs at Every VRAM Tier

2 LLM Quantization Explained: What Q4, Q5, and Q8 Actually Mean for Your GPU

3 Prompt Engineering Is Just Asking Better Questions (Here’s How to Actually Do It)

4 What Happens to Your Thinking When You Let AI Do It For You

5 Can You Run a Local LLM on Your Android Phone? I Tested It So I Didn’t Have to Go to My Desk

6 Ollama vs GPT4All vs Local LLMs: What Actually Works Offline

7 AI-Generated SEO: Ranking Fast, Thinking Less

8 Ghost in the Shell’s AI Technologies: Fiction vs Reality

9 Vibe Coding Is Fine Until Something Breaks: What You Actually Need to Know

10 AI Chatbots in Customer Service: The Reality Behind “It Works”

// Failures & Debugging all Failures & Debugging →

#0711

Your Local LLM Will Never Beat Claude. Stop Trying to Win That Fight.

read →

Failures & Debugging

Why I Stopped Letting AI Push Directly to Platforms (And What Broke Before I Did)

Fully automated AI publishing sounds efficient until something goes live wrong and you find out hours later. These…

read →

#0416

Why Medium’s API Fails and What We Did Instead

// Systems all Systems →

Systems

How to Turn Any AI Chatbot Into a Tutor That Actually Calibrates to You

Most AI learning sessions don't compound because the model never knows your actual starting point. Here's the four-part structure that fixes it, on ChatGPT,…

read the story →

#0611

Running AI Locally: What the Setup Actually Looks Like on Consumer Hardware

#0610

The AI Workflow That Actually Works (Mine, After Two Years of Breaking It)

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