Hey, I'm Aamin.
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Founder, Badgemonster
Building AI products, shipping MVPs, and solving complex engineering problems.
Build your product from idea to production — architecture, engineering, AI, and deployment.
Build intelligent features using LLMs, AI agents, RAG, and automation.
Build scalable web applications from frontend to backend and cloud infrastructure.
Bridge the gap between an AI idea and a product people can actually use.
Get help with architecture, technology decisions, AI adoption, and engineering strategy.
For founders and teams who need a working agent or AI product, not a proof of concept that stalls after the demo.
Cohort-based workshops for engineering teams moving into Backend, DevOps, Generative AI, or Agentic AI — remote or on-site.
An AI learning product that turns a curriculum into an adaptive, badge-driven path — built and shipped as its own company.
An AI agent that turns WhatsApp messages into a running ledger — “Rahul ko ₹500 diye” becomes a recorded transaction, no accounting software required.
An AI design agent that turns a prompt into a structured design spec, then renders it as a real PNG/SVG asset — not another model that just hallucinates a banner.
A walkthrough of how self-attention works under the hood — queries, keys, values, and how transformers use them to build context.
Demos showcase the happy path, but production is everything beyond it — hallucinations, tool failures, infinite loops, and context explosion. A look at why reliability, not autonomy, is what separates agents that ship from agents that stay demos.
Read on Medium →
A backend engineer's field notes on applying Retrieval-Augmented Generation to FAQ search in vacation rentals — turning scattered property details, house rules, and policies into fast, accurate answers for guests.
Read on Medium →
We predict a house's sale price from features like size and number of rooms — treating those attributes as input and price as the output of a machine learning model.
Read on Medium →Tell me what you're working on — a product to ship or a team to train — and I'll reply within a couple of days.