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Essays on AI engineering, evaluation, agents and Python. Published on Medium, collected here.

Oct 2026/8 min read

I Looked At 112 AI Tools So You Don’t Have To. Here’s What Actually Breaks in Production.

Most AI projects don’t fail because the model is bad. They fail because the infrastructure around the model was picked backwards.

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10 on Medium

Aug 202618 min readAI Evals Are the Unit Tests of LLM ApplicationsImagine your team ships a backend service without a single unit test.ai, model evaluation, llm evaluation
Jul 20262 min readThe Difference Between Completing Tasks and Solving Problems: Shallow Agents vs. Deep AgentsA few days ago, I took some time to go over our team’s latest system design. As I dig through the architecture, I spotted a handful of issues right away and threw out a…python, ai agent, software development
Jul 20266 min readHow Memory Works in Python: The Complete Guide (From Variables to Garbage Collection)Ever wonder what really happens when you type x = 10 in Python? Where does that value actually live? Does Python make a copy, or just point to it?python, software development, ai
Jun 20266 min readThe Boy Who Built Machines While Looking for a Place to BelongIf you walked into a classroom and looked around, you probably wouldn’t notice him. He’s not the loudest one. He’s not the one surrounded by friends.personal growth, personal, personal development
Jun 20252 min readA Comprehensive Guide to Key Topics in Statistics-Part 1Welcome to our journey into the world of statistics! Picture a dense forest, each tree a piece of data. Without a guide, it’s overwhelming.statistics, artificial intelligence, data scientist
Jun 20253 min readRL-A2A Enhanced: The Next Generation of Secure, Multi-AI Agent SystemsImagine a world where your AI agents collaborate, learn, and adapt in real time—powered by the best minds in artificial intelligence, and protected by enterprise-grade…mcp server, agentic ai framework, agentic ai systems
Jan 20256 min readAgentic AI: Future Directions — Opportunities and Cybersecurity ApplicationsArtificial Intelligence had grown from being just a buzzword into being part and parcel of our lives.agentic ai, naturallanguageprocessing, artificial intelligence
Dec 202411 min readComprehensive Guide to API Gateways: Understanding Their Role, Benefits, and Key FeaturesIn today’s fast-paced digital world, API Gateways have become a critical component in modern software architecture.api, api gateway
Dec 20244 min readPhishing as a Service (PhaaS): A Growing Cybersecurity ThreatIn the rapidly evolving landscape of cybercrime , phishing has emerged as one of the most prevalent threats to individuals and organizations.cybersecurity, phishing attacks, phishing

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