Engineered AI – Real Tools, No Hype

#0612 AI Fundamentals & Careers

You’re Already Doing AI Work. You Just Don’t Have the Title Yet.

The AI education industry runs on your anxiety. The job itself is far simpler than the curriculum builders are selling. Here's what you actually need and what you can stop worrying about.

#0612

The AI Content Workflow That Doesn’t Break: What Two Years of Running Six Sites Actually Taught Me

#0612

Your Prompts Are Breaking Because You’re Solving the Wrong Problem

// experiments

WIP

Experiment 001

I Stopped Guessing What to Comment on, so I Built a System for It

001

status: WIP · year: 2026 · repo: github

Most comments get ignored because they add nothing. This experiment builds a system that finds relevant posts, analyzes them, and generates comment…

→ github repo demo pending

Debugging

Experiment 002

AutoBlog AI : I Built an Autonomous Writing Team and Let It Run My Blogs

002

status: Debugging · year: 2026 · repo: github

A self-hosted, multi-model writing engine that finds topics, writes full articles through a 6-stage AI pipeline, and publishes across multiple WordPress sites.…

→ github repo demo pending

// systems

how AI actually behaves under constraints

Running AI Locally: What the Setup Actually Looks Like on Consumer Hardware The AI Workflow That Actually Works (Mine, After Two Years of Breaking It) How to Set Up a Local MCP Server with Ollama 14 Free AI Tools I Built Because I Refused to Keep Paying for Things I Could Own

// workflows

real systems, pipelines, and multi-model setups

Vibe Coding With Responsibility: AI Built This App. QA Decides If It’s Done. How I Architected a Multi-Agent Local AI System Using PM and QA Thinking Vibe Team Software Engineering: What a Real AI Human Dev Team Workflow Actually Looks Like How to Improve LLM Inference Speed Without Buying New Hardware

// failures

where AI breaks, and why it matters

Why I Stopped Letting AI Push Directly to Platforms (And What Broke Before I Did) Why Medium’s API Fails and What We Did Instead Why AI Keeps Overcomplicating Simple Tasks (And Why That’s a Problem) AI Chatbots in Customer Service: The Reality Behind “It Works”

// analysis

comparisons, benchmarks, and tradeoffs