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.
Selected Work
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September 2026
Written by prompting, deployed on every push
This Website
The page you are reading. Static HTML, CSS and JavaScript with no framework and no build step, written by prompting Claude Code. -
September 2026
Built inside Microsoft 365, no new software or licences
Licence Request Workflow
Licence requests reached my team as tickets and chat messages, with nothing tracking what happened next. One SharePoint list, a QR code to the form, and Teams flows around it. -
June 2026
Began in Next.js, rebuilt in Django with 166 tests
Project Tracker
A project tracker for teams running delivery work: phases, milestones, tasks, templates, reports and team invites. A side project I build at weekends. -
January 2025
About an hour of setup down to 20 to 25 minutes
Pre-Setup Semi-Automation
Scripts, then an executable, that set up SQL Server, Management Studio and Reporting Services on a new system. -
July 2024
One HTML page to a C# desktop app on SQL Server
Waiver
A liability waiver families sign at a soft-play centre, built to find out how far ChatGPT could carry a real product.