Thoughts & deep-dives.
Context engineering, AI rescue, and building products that actually work in production.
AI Engineering
Context Engineering: Why Your AI App Keeps Getting It Wrong
Your AI app hallucinates, ignores your data, or gives confidently wrong answers. The problem is almost certainly not the model — it's your context architecture. Here's what context engineering actually is and a checklist to fix it.
Project Rescue
I've Rescued 10+ AI Projects Built With Cursor — Here's What Always Goes Wrong
Built your app with Cursor, Claude Code, or ChatGPT and now it's breaking in production? These are the 7 patterns I find in every vibe-coded project — with real code examples and how to fix each one.
Case Study
How a Local Food Business Got 150,000 Customers: A Full-Stack Case Study
EcoEats started with a Wix page, a WhatsApp number, and a spreadsheet. Here's exactly how I built their platform — the tech stack, the AI chatbot, the SEO strategy, and what actually drove growth to 150,000+ customers.
Career
Two Years Working Remotely as a Developer from Dhaka — What I Actually Learned
What it's actually like being a full-stack developer in Dhaka working with clients in the UK and US — the timezone math, the trust-building, the tools, and the honest answer to whether it's worth it.
Full-Stack
Deploying a Full-Stack MERN App on Vercel — The Things Nobody Tells You
Vercel's free tier is genuinely excellent for MERN apps — but there are a handful of gotchas that will waste your afternoon if you don't know about them. This is what I learned deploying a dozen of these.
AI & ML
How I Built an AI Chatbot with LangChain and React (What Actually Took Time)
A real account of building a production AI chatbot — the parts tutorials skip: streaming responses, memory management, and keeping costs under control.