
Jul 4, 2026
The Lost Art of Saying “I Don’t Know”
The ultimate irony of the AI era is that while software is getting better at pretending to be human, human candidates are destroying their competitive edge by trying to act like software.
AI Engineer, builder, and technical writer.
I design and build AI systems end to end, from product thinking and architecture to production workflows. I like software that is clear, useful, and quiet enough for the problem to stay in focus.

Recent Writing

Jul 4, 2026
The ultimate irony of the AI era is that while software is getting better at pretending to be human, human candidates are destroying their competitive edge by trying to act like software.
Mar 10, 2026
A practical reflection on building multi-agent AI systems, from defining roles and prompts to managing handoffs, latency, and token costs.
Sep 1, 2025
Handling media, such as images and videos, is a common requirement for any modern applications.
Videos
Curated explanations from my YouTube channel on AI, backend systems, and practical architecture.

A practical walkthrough of the math behind recommendation systems and why matrix factorization works.

A focused explanation of where SSE fits, how it compares with other real-time patterns, and when to use it.

A system design breakdown for uploads, processing, storage, and serving media reliably at scale.
Selected Work
A focused set of projects across AI workflows, web products, and technical experiments.
View all projectsThis project focuses on fine-tuning the Gemma 3 270M language model on a specialized medical dataset to enhance its reasoning and question-answering capabilities in the medical domain.
An AI agent that assists users in ordering food online with a user-friendly interface
A Role-Based Access Control (RBAC) RAG chatbot for FinTech applications
An ed-tech demo product using GenAI to help students learn faster with personalized content.
Focus
Designing workflows, retrieval layers, and application logic that make AI useful in production contexts.
Building reliable services, APIs, and deployment paths that keep product ideas practical.
Turning dense engineering ideas into writing and talks that are clear enough to reuse.
I am open to collaborations, product conversations, and technical writing opportunities.