Blog

Insights on technology, leadership, and software engineering

Running my Personal AI Assistant Stack for Less Than a Sandwich a Month

How I built an almost-serverless Hermes Agent on AWS for under $10/month — EC2, two Lambdas, pay-as-you-go LLMs, least-privilege security, and auto-shutdown when idle.

The OWASP LLM Top 10, Explained in 10 Images

A visual breakdown of the 2025 OWASP Top 10 for LLM applications. Each vulnerability explained through how the attack actually works, not metaphors.

The Harness: How I Rebuilt My Portfolio for 87 Cents in One Afternoon

My portfolio V1 was vibe-coded on Replit for $15 in 3 days. V2 got a full SEO and UI/UX audit, then Claude Code running DeepSeek V4 Pro fixed everything for 87 cents and 37 million tokens. The harness is the value, not the LLM.

5 End-of-Interview Questions You Should Steal

The end of an interview is not a courtesy lap. It's the only part of the conversation where you hold the power. Here are five questions that surface what companies hide in plain sight.

Your Coding Interview Is Measuring the Wrong Thing

Three companies reached me for a senior IC role. One sent a full-app challenge, one sent leetcode, one held a live system design session. Only one was testing for the job that actually exists.

Build Product, Not Infrastructure

Lambda is 11 years old. Cloud Run is 6. So why are seed-stage startups still opening with Kubernetes clusters and $140K DevOps hires? A case for managed services, with honest counterpoints on where the model breaks.

Production Grade: What Vibe Coders Don't Know They Don't Know

The media blamed AI for deleting a company database in nine seconds. The real failure was an engineering checklist from 2005 that nobody ran.

From a Talk in Alexandria to Agentic AI: My Honest Ai journey 2024-2026

My honest timeline of learning generative AI hands-on — from a talk in Alexandria to failed hardware bets, cloud LLMs, and agentic workflows, with real costs and real failures included.

Beyond Raw LLMs: Architecting an Agentic AI Co-Pilot for Content Creation

"Agentic AI is the critical step beyond raw LLMs, adding memory, planning, tools, and self-correction to enable goal-driven, multi-step work.

Tech Engineer's survival guide in workplace

The importance of Emotional intelligence for engineers in workspace

How to Design an Application That Runs Easily on Any Cloud?

A Practical Guide to the 12-Factor App Principles

🥪 What’s the Connection Between Software Development and an Alexandrian Liver Sandwich?

A fictional story about the trap software developers fall into when they push too much work, sacrifice quality, and how to deal with such a situation.

When (and Why) You Should Not Use Event Sourcing?

Event sourcing is powerful when you really need to track the history of state changes in your application. But it comes at a cost: added complexity, storage overhead, and operational challenges. Keep your stack simple whenever possible—think twice (or even thrice) before adopting it.

The Phoenix Project - The Importance of Engineering System Development Processes

If you are a DevOps engineer, or even working in IT in general, then this video is for you. We’ll talk about *The Phoenix Project*, which is not just a story, but a practical guide for anyone suffering from messy workflows and endless IT problems.

Timeless Stories from The Pragmatic Programmer: Lessons That Shape Better Developers

Explore the memorable stories and analogies from 'The Pragmatic Programmer' that have guided software engineers for decades, from broken windows to stone soup, and discover how these narratives provide practical wisdom for modern development.

The Birth of Agile: How a Ski Resort Meeting Changed Software Development Forever

The story of the manifesto that transformed the software industry - from an email idea to a global revolution in the Utah mountains in 2001

From Idea to Fully Deployed in 3 Days — All for $15

How I built a professional bilingual website with modern tech stack, AI assistance, and automation - going from concept to production in just 3 days for $15.