Career

Learn how to build a portfolio/CV side project from scratch that signals genuine systems engineering expertise to hiring managers.

Build a tiny GPT end-to-end in NumPy to demonstrate ownership of the ML stack: mixed precision, AdamW, cosine LR, and gradient accumulation. Code-first, with a roadmap to production-grade upgrades.

AI infrastructure hiring is converging into a single, hybrid discipline that blends platform engineering, MLOps, and distributed systems. This post breaks down what skills are merging, what the new job descriptions look like, and how engineers can position themselves.

Introduction In the last decade, the security landscape has undergone a seismic shift. Where once vulnerability discovery was the exclusive domain of large consulting firms and government agencies, today individual security researchers—often dubbed bug hunters or, more colloquially, BugHuters—play a pivotal role in safeguarding the internet. The term “BugHuter” captures a community that blends technical expertise, curiosity, and a disciplined approach to finding software flaws for the benefit of vendors and end‑users alike. ...

Introduction Software shapes economies, governments, education, healthcare, and the environment. As a software engineer, you have unusual leverage: a small team can build systems that serve millions, influence policy, or accelerate science. But leverage cuts both ways—without intent and rigor, software can also amplify harm. This article is a practical, comprehensive guide to making your engineering work meaningfully contribute to the success of the world. It blends strategy (what to work on), tactics (how to work), and habits (how to sustain impact), with concrete examples and code you can apply immediately. ...