Physics-Informed Neural Networks in the Wild: How I Actually Implemented PINN Research in a Production Pipeline

The Problem That Got Me Here Fourteen hours. That’s how long our fluid dynamics simulation took per run using FEniCS on a 32-core machine. We were modeling turbulent flow through a complex pipe geometry for a client in the energy sector, and every time someone tweaked a boundary condition, the team had to wait until … Read more

cPanel/WHM Is Down — Here’s What I Actually Use to Manage Shared and VPS Hosting Without Paying for a Panel

Why I Stopped Relying on cPanel/WHM for New Projects The thing that actually broke my cPanel loyalty wasn’t a better alternative appearing — it was the October 2019 licensing change. Before that, cPanel/WHM ran on a flat per-server model. After? They switched to per-account billing, and the cheapest tier jumped to around $15/month for up … Read more

My Data Query Times Dropped 80% After I Stopped Fighting Qbeast and Let OTree’s Spatial Index Do Its Job

The Problem That Sent Me Down This Rabbit Hole The query that broke my patience was dead simple: filter a 500GB Delta Lake table by a bounding box — latitude/longitude range — and aggregate a few columns. Should have been fast. On paper, the data was “organized.” We had date partitions. We had Parquet compression. … Read more

Building a Free AI Layer Over NCERT/CBSE: How I Wired Together Ollama, LangChain, and a React Frontend for Indian Classrooms

The Actual Problem: NCERT PDFs Are a Graveyard of Unsearchable Knowledge A teacher in a government school in Rajasthan or Bihar has 40 NCERT PDFs sitting on a pendrive. She can open them, ctrl+F through them, maybe print a few pages. What she cannot do is ask them anything. A student comes up and says … Read more

CloudFront + Vercel + Lambda@Edge: A Debugging Journal from Someone Who’s Been Paged at 2am

The Setup That Looks Simple Until It Isn’t The first time I wired CloudFront in front of Vercel, I thought it’d take an afternoon. It took three days, two support tickets, and one very humbling Lambda@Edge timeout at 2am. The architecture looks trivial on a whiteboard: CloudFront distribution → origin pointing at your Vercel deployment … Read more

cPanel/WHM Auth Bypass Vulnerabilities: What Web Devs Actually Need to Lock Down

Why Your Shared Hosting Stack Is a Bigger Target Than You Think The thing that catches most devs off guard isn’t a sophisticated zero-day — it’s that their freshly provisioned cPanel/WHM instance gets fingerprinted by automated scanners within two to four hours of going live with a public IP. Shodan, masscan-based botnet crawlers, and purpose-built … Read more