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Ai-workflows

The 200-Prompt Wall

The 200-Prompt Wall

I've spent the better part of this year building prototypes with AI assistance. Three production pro...

AI-assisted development breaks around prompt 200, but it doesn't have to

AI-assisted development breaks around prompt 200, but it doesn't have to

AI-assisted development breaks around prompt 200 - But it doesn't have to! Of course, your mileage...

What a brick teaches us about AI-driven product development

What a brick teaches us about AI-driven product development

What does a brick have in common with AI-driven product development? Louis Kahn, one of the greates...

I shipped a beta, almost production-grade PWA fast, less than a day

I shipped a beta, almost production-grade PWA fast, less than a day

I shipped a beta, almost production-grade PWA fast, less than a day. Here's the framework that made ...

Spec-first is anxiety management

Spec-first is anxiety management

You're in unknown territory. Your instinct says: "We need a detailed spec because this is unfamiliar...

AI can get you 90% of the way to a spec in seconds

AI can get you 90% of the way to a spec in seconds

AI can get you 90% of the way to a spec in seconds. That might be the problem. There's something ...

What if AI could learn to remember?

What if AI could learn to remember?

What if AI could learn to remember? It already does. Just not the way you think. We've been solvi...

AI lets you move at 240 km/h

AI lets you move at 240 km/h

AI lets you move at 240 km/h. That's both a gift and a trap. I've been going deep with AI lately, a...

Builder mode vs architect mode in AI development

Builder mode vs architect mode in AI development

I was formally trained as an architect. I can't un-see systems now. Everything is interconnected, st...

The biggest lie in AI-assisted development

The biggest lie in AI-assisted development

The biggest lie in AI-assisted development: "Just generate better specs and your problems will go aw...

The moat hiding in plain sight is memory

The moat hiding in plain sight is memory

Everyone's debating whether to build up or down from general AI. Nobody's talking about the moat h...

Communication engineering beats prompt engineering

Communication engineering beats prompt engineering

Do you "communication engineer" like you "prompt engineer"? Clients get shocked when they ask desig...

The AI isn't an oracle, it's a collaborator

The AI isn't an oracle, it's a collaborator

The AI isn't an oracle, it's a collaborator. There's a fundamental difference between consulting an...

The problem with AI isn't intelligence. It's orientation.

The problem with AI isn't intelligence. It's orientation.

Every team I talk to has the same complaint: The outputs are generic. The AI sounds confident but ...

How I maintain coherence across 66,000 lines of code without losing the thread

How I maintain coherence across 66,000 lines of code without losing the thread

Most AI-augmented development workflows break somewhere between promt 50 and 200, or as I've come to...

Why AI outputs feel 60% relevant

Why AI outputs feel 60% relevant

There's a particular type of frustrating AI output that most teams recognize right away. It’s well-s...

Ambiguity is information, not a problem

Ambiguity is information, not a problem

We've built tools that turn ambiguity into structure, then lied to ourselves and called that progres...

Documentation tells you what happened. An index tells AI where to look.

Documentation tells you what happened. An index tells AI where to look.

Documentation tells you what happened. An index tells AI where to look. These are not the same artif...

Building four products in parallel while holding a full-time job — the system, not the hustle

Building four products in parallel while holding a full-time job — the system, not the hustle

This is not a productivity post. I'm not going to tell you to wake up at 5am - Because that usually ...

The architect and the builder

The architect and the builder

There are two ways to build with AI. The architect and the builder. The builder sees a plan and p...

Why I went the opposite direction from spec-first

Why I went the opposite direction from spec-first

Everyone's rushing to AI tools that promise "comprehensive specs in one prompt." I went the opposit...

I've gotten lazy in the best way

I've gotten lazy in the best way

People ask me: What's it like to use AI-driven development with your SR-SI and persistent memory met...

You don't fix a memory problem by adding more memory

You don't fix a memory problem by adding more memory

You don't fix a memory problem by adding more memory. That's what so many AI companies are getting w...

You don't fix a memory problem by adding more memory

You don't fix a memory problem by adding more memory

You don't fix a memory problem by adding more memory. That's what so many AI companies are getting w...

Don't brief AI with history. Orient it with a map

Don't brief AI with history. Orient it with a map

You don't hand a new hire six months of meeting notes. You give them a map and help them find their ...

Encyclopedia vs index: why longer prompts don't fix AI

Encyclopedia vs index: why longer prompts don't fix AI

Think about the difference between giving someone an encyclopedia and giving them an index. It's th...

Gestalt is live. What building it revealed about the problem it solves

Gestalt is live. What building it revealed about the problem it solves

I built Gestalt because I kept running into the same wall. I was building multiple products simulta...

Why AI context degrades — and the architectural fix that actually works

Why AI context degrades — and the architectural fix that actually works

Every team that works with AI long enough hits the same wall. The sessions start sharp. The model kn...

Protocol: building a fitness OS for coaches who've outgrown their tools

Protocol: building a fitness OS for coaches who've outgrown their tools

Protocol launched March 1, 2026. In its current form, it's free to use for personal training — any a...

From design intent to working components

From design intent to working components

# From Design Intent to Working Components **A codebase-first pipeline for turning visual decisions ...

From Design Intent to Working Components

From Design Intent to Working Components

Most teams solve visual consistency the same way: they rely on developers remembering the design dec...