Insights &
Engineering Notes
Thoughts on AI architecture, scalable systems, and the future of software engineering.
What Is Jev? The New AI Model That Skips Thinking and Just Decides
A new AI model launched September 2026 that skips writing entirely and just decides. Built by the co-inventor of ChatGPT. 40–200x faster than Claude or GPT. Here's what it means for your business.
SpaceX's $60 Billion Cursor Deal Should Scare Every Business Running on a Single AI Vendor
SpaceX bought Cursor for $60B, an AI tool 67% of the Fortune 500 use. Here's the vendor risk every business should learn from it.
Claude AI for Solopreneurs: Run a Business Like a 10-Person Team
$86/month total stack. 4-5 hours of human time per week. 10 business functions handled by Claude. This is what a one-person business looks like when systems replace headcount.
The Difference Between Businesses Using AI and Businesses Built on AI
78% use AI. Only 34% are built on it. Deloitte, Nvidia, and McKinsey all point to the same divide. Here's the operational test that tells you which side of it your business is on.
The Claude AI Prompt Formula That Produces Usable Output Every Time
The best Claude prompt structure uses five components: Role, Task, Context, Format, and Constraints. Wrapping these in XML tags activates Claude's pattern recognition for more organised outputs.
How to Build a Claude Skill Library for Your Entire Business
Your team re-explains the same context to Claude everytime. A Skill Library ends that permanently. Here's the department wise map to build one from first Skill to a 30-Skill business operating system.