Learn. Build. Share.

AI System

For Individuals

Build Your Personal AI Terminal

Design an interconnected AI architecture — models, memory, and workflows that compound your knowledge over time.

PSA Method

For Individuals

Systems-First Productivity

Stop relying on willpower. Build systems that eliminate decision fatigue and let your workflows do the heavy lifting.

Building in Public

For Creators & Builders

Real Apps Built Live with AI

Follow along as I ship real products from scratch — every decision, pivot, and metric shared transparently.

AI-First Company

For Teams & Leaders

Transform Your Team to AI-Native

Agent departments, knowledge base architecture, and the playbook for running a company where AI is a first-class operator.

Building in PublicNov 15, 2025

Latest Videos

All videos

Building NsideOut - Episode 1: Project Setup

45:00

AI SystemNov 24, 2025

Building NsideOut - Episode 1: Project Setup

AI Automation Workflow Setup: From Zero to Production

32:00

AI SystemNov 20, 2025

AI Automation Workflow Setup: From Zero to Production

Building an MVP in a Weekend: Overdrafty Launch Story

58:00

Building an MVP in a Weekend: Overdrafty Launch Story

The AI Alchemist

Practical AI strategies, behind-the-scenes builds, and emerging tools — delivered weekly to practitioners.

Articles

Article

AISMar 28, 20268 min read

What Is an AI System and Why You Need One

Your AI system is your personal terminal — the way you interface with AI across your life and work. Here's how to start building yours.

AISMar 25, 20268 min

Structural Intelligence

The ontological foundation of reliable AI agents. How to eliminate hallucination by design through structural constraints.

AIFCMar 24, 20269 min

The AI-Native Transition

Moving from AI-assisted to AI-native. The organizational shifts required to truly operate with AI at the core.

PSAMar 22, 202610 min

The PSA Framework Explained

Projects, Systems, and Archives — the three buckets that organize all knowledge work for AI collaboration.

PSAMar 22, 202610 min

Projects, Systems, Archives: Productivity for the AI Age

Traditional productivity focuses on tasks. PSA flips this: build systems first, then use projects as vehicles that create or improve those systems.

BIPMar 22, 20268 min

Building Beauty Bar: Week 2

Auth, payments, and the first real user test. Week 2 of building a salon booking app live with AI.

AISMar 20, 202610 min

System Architecture

The Hub-and-Spoke model explained. How Memory, Skills, Integrations, Agents, and Voice connect into one coherent system.

PSAMar 18, 20267 min

Building Your Archive

Your archive is your AI's long-term memory. Structure it right and nothing you learn is ever lost.

BIPMar 18, 20266 min

Why I Build in Public

The case for radical transparency in the AI age. Why sharing failures accelerates learning faster than hoarding wins.

AIFCMar 16, 20268 min

The One-Person Company

One person can now run what used to require a team of 20. Here's the architecture that makes it possible.

AISMar 15, 20268 min

Managing Memory in Your AI System

The three tiers of AI memory — working, episodic, and semantic. How to architect persistence so your system actually learns.

BIPMar 15, 202612 min

Building Beauty Bar: Week 1 of Vibe Coding a Full App

I'm building an AI-powered booking app for salons. Here's what happened in week 1 — the good, the broken, and the agents that saved it.

PSAMar 12, 20266 min

Making Workflows AI-Ready

Most workflows break when you add AI. Here's how to restructure them so automation actually sticks.

BIPMar 10, 202612 min

The Vibe Coding Guide

How to build production apps by vibing with AI. The tools, the process, and the mindset shift required.

AIFCMar 8, 20269 min

Your First AI Agent Employee: Building Departments of One

Deploy autonomous agents by department. Here's how to transition your team from AI-assisted to AI-native — starting with one agent that does the work of three.

AIFCMar 8, 202610 min

Knowledge Base Architecture for AI Teams

Your company's knowledge base is the foundation of every AI agent you'll deploy. Here's how to build it right.

ArticleNov 24, 20258 min

Getting Started with Building in Public

Why I decided to build products in public and share the entire journey - from concept to launch. Here's what I've learned so far and why you should consider doing the same.

ArticleNov 18, 202512 min

AI Won't Replace Developers (But It Will Replace These Habits)

The real threat isn't AI taking your job—it's clinging to workflows that AI has made obsolete. Here's what needs to change and what stays the same.

ArticleNov 12, 20256 min

Why I Share My Revenue, Users, and Failures Publicly

Radical transparency isn't just a marketing tactic—it's accountability. Here's why I publish real numbers and what I've learned from the practice.

ArticleNov 8, 202510 min

How I Choose Tech Stacks for Early-Stage Products

After building four products from scratch, I've developed a framework for technology decisions that optimizes for speed without sacrificing quality.

ArticleNov 1, 202515 min

PAM Architecture Decisions: Why We Chose Local-First AI

Building a Personal AI Manager that respects privacy meant rethinking conventional cloud architecture. Here's our approach to local-first AI processing.