My Loop Engineering Workflow
Three nested loops run my agent harness: objective, execution, feedback, refined objective. Fork-join in the execution, a gate at every join.
Andrew Miracle
Product Generalist, Design Thinker, and AI Hacker building at the intersection of technology, design, and entrepreneurship.
Latest posts
What does it mean to code with AI as a software engineer?
AI is a brilliant butler in a house you're only renting. He cooks everything. Here's why every engineer still needs one dish they make by hand.
AI Stole My Notepad
My pens are still full and my notebooks untouched. I never decided to stop writing by hand. AI just quietly became where my ideas live now.
The Scope Compression Hypothesis
For decades more scope meant more time. AI broke that math. The new limit isn't how fast you build, it's how fast you can responsibly approve.
Your company brain might have a comprehension problem
Everyone treats the company brain as a knowledge problem. It isn't. The hard part is interpretation, and AI moved that problem rather than solving it.
Everyone is running AI agents. Nobody can prove they work.
Enterprises are pouring billions into AI agents. Almost none can prove they earned a dollar. The measurement layer doesn't exist yet, and that gap is a company.
AI exposes your bullshit
You used to hide behind other people's work. Now AI hands you an answer, you ship it, and the whole team can see the gap you never closed.
Go check on the flower
We celebrate the founder who keeps blooming through the drought. Nobody asks what it costs them to stay green right where they are.
My new product manager is not who you think
One PM. One engineer. One face. The new Holy Trinity of company building, and why the product manager has to change first.
I miss when we used to ask stupid questions
Your team still has questions. They just ask a machine now. And that is a problem you cannot manage your way out of.
We are all thinking with the same brain
If you asked AI to validate your idea and so did your cofounder, your board, and your team, you did not get four opinions. You got one.
Your AI sessions could be your next digital product
The most valuable thing you produce with AI is not the output. It is the conversation that delivers that output, what you asked, how you asked.
What does the next era of leverage look like?
From Columbus to AI - how leverage has evolved through geography, infrastructure, code, attention, and now intelligence. The question isn't whether a new era is forming, but whether your ambition is pointed at it.
My Claude Codes Better than Yours
In AI native workplaces, the tension is no longer who writes better code. It's who extracts better intelligence. When AI writes the code, what's left to compete over?
AI has taken my job, yours is next
After studying past technological revolutions, here is what most people still get wrong about AI and what it means for their careers.
The Side Effect of Vibe Coding Nobody Talks About
A subtle shift from AI coding: reading code faster, and why tiny diffs suddenly feel like a slowdown worth unpacking.
From WordPress to Jekyll: Rebuilding My Digital Home
Andrew Miracle chronicles migrating his site from WordPress to Jekyll, and why AI-native workflows fit a digital home for modern publishing.
Building Autonomous Perpetual Businesses
What if your business could run without you? Not passively, not automatically — perpetually. Exploring the economics of AI-sustained systems.
History does not repeat. It reincarnates.
Open models are planting forests. Closed models are selling lumber. If you have seen this pattern before, it is because you have.
Your Best Partner Should Annoy You Sometimes
I kept choosing partners who thought like me. It felt like flow. It was a trap. Why the best partnerships need friction, not harmony.