- AI
- LLMs
- Python
- Developer Tools
Local LLMs Are More Accessible Than You Think
Running a language model on your own machine used to be limited to an elite few with powerful hardware and technical expertise. Not any more!
Founding Principal Engineer · Evocalize
I'm Sharat. I started writing software when I was 10 and never stopped — kernel modules, distributed systems, and most things between. I write here about engineering judgment, AI-assisted development, and how teams actually ship.
Currently Founding Principal Engineer at Evocalize. Previously AWS and Amazon.
Is AI actually making intelligence “cheap” — or just making it look cheap for a while?
Running a language model on your own machine used to be limited to an elite few with powerful hardware and technical expertise. Not any more!
Four things have to align for an AI coding agent to work. Miss one and you will waste time fighting the tool.
The real productivity win from AI isn't writing code faster — it's reducing the archaeology so developers can think.
Every line of code is a place for bugs to hide. AI changes the economics — but it is leverage, and leverage is asymmetric.