Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
Context Engineering: The New Core Skill for AI Product Teams
Prompt engineering got you a prototype. Context engineering is what separates AI products that feel magical from ones that feel broken. Here is how the best teams actually do it.
AI & strategy · Jun 4, 2026 · 15 min read
AI for Data-Driven Product Decisions: Analytics to Action 2026
Most product teams are drowning in dashboards but starving for insight. AI is finally closing that gap, turning raw analytics into decisions you can act on today.
AI & strategy · Jun 4, 2026 · 14 min read
When to Rebuild Your Vibe-Coded App: The Decision Framework
Not every vibe-coded app needs a rebuild, but some absolutely do. Here is a practical framework for figuring out which camp yours falls into and what to do next.
AI & strategy · Jun 4, 2026 · 14 min read
AI for Technical Due Diligence: Automated Code Audits for M&A
Manual code audits during acquisitions are slow, expensive, and inconsistent. AI-powered technical due diligence gives buyers a faster, more objective picture of what they are actually acquiring.
AI & strategy · Jun 4, 2026 · 14 min read
AI for Marketplace Growth: Solving the Cold Start Problem 2026
Every marketplace faces the same brutal chicken-and-egg problem. AI gives you a practical toolkit to manufacture liquidity, bootstrap trust, and accelerate growth before you have real transaction data.
AI & strategy · Jun 3, 2026 · 14 min read
Agentic Commerce Strategy: How AI Agents Replace Shopping Carts
The shopping cart is a 1990s relic built for humans who browse. AI agents that research, compare, negotiate, and buy on your behalf are replacing it entirely. Here is what that means for your commerce strategy.
AI & strategy · May 27, 2026 · 14 min read
AI-Powered Agency Model: Building a Productized AI Service
Custom AI consulting is a grind. Every project starts from scratch, margins are unpredictable, and you cannot scale what you cannot repeat. Productized AI services fix all three problems.
AI & strategy · May 26, 2026 · 14 min read
AI for Physical Work: Guided Assembly and Field Operations 2026
Physical work is getting an AI upgrade that actually matters. Guided assembly, real-time quality verification, and AR-powered field operations are cutting rework by 30 to 60% and slashing new-worker training time in half.
AI & strategy · May 26, 2026 · 13 min read
AI for Subscription Businesses: Reducing Revenue Leakage 2026
Most subscription businesses lose 5 to 15% of their recurring revenue to preventable leakage. AI can identify, quantify, and recover that revenue automatically, often within weeks of deployment.
AI & strategy · May 26, 2026 · 13 min read
AI for Warehouse and Distribution: Picking and Fulfillment 2026
Warehouse labor shortages are not going away, and customer expectations for same-day fulfillment keep rising. AI-driven automation is the only scalable path forward, and the ROI is faster than most operators expect.
AI & strategy · May 26, 2026 · 13 min read
How to Start an AI Agent Agency: The Complete Playbook 2026
The AI agent agency model is one of the fastest paths to a profitable service business right now. Demand is outpacing supply by 10 to 1, margins are strong, and you do not need a massive team to get started. Here is the exact playbook.
AI & strategy · May 24, 2026 · 12 min read
The Founder's Guide to Open-Source AI Agent Frameworks in 2026
The open-source AI agent ecosystem has exploded, and choosing the wrong framework can cost you months. This guide breaks down the major frameworks, their real-world tradeoffs, and how to pick the right one for your startup.
AI & strategy · May 24, 2026 · 12 min read