I build software, automation and AI-assisted tools that solve real problems.

I’m Magnesh. A demo proves very little, so I build things that get used. I start at the smallest version that works, then improve it in iterations. This page is the record of what I built and what each one taught me.

Focus
AI tools & automation
How I work
Agile: MVP, product backlog, iterations
Stack
Python, Django, PowerShell, Power Automate
Exploring
AI video and voice

A Short Version

I build software and run it like a product rather than a side project. Agile in practice: start at a minimum viable product, keep a prioritised product backlog, ship in iterations instead of one big drop.

AI makes building fast enough that the bottleneck shifts from writing the code to deciding what should be built: what goes into this iteration, what waits, what gets cut entirely. I learned that on the waiver app, where I was the product owner as well as the one building it. Once the product backlog outgrew my ability to prioritise it, every new feature started costing me a working one.

Let’s Talk

Email is the fastest way to reach me. LinkedIn works too, and that is where most of this ends up anyway.