How I built a live GitHub contribution graph with automatic PR status tracking, pulsating indicators for significant contributions, and clickable links to GitHub. A technical walkthrough of fetching, visualizing, and animating GitHub API data for recruitment and community impact.
Read the Full Essay →I proposed semantic search for offline book discovery to Kiwix in GSoC 2026. It was rejected. This is why, what I learned, and why organizations are right to sometimes say no to new ideas.
In 2023, GPT-3 found 213 security flaws by scanning files one at a time. In 2026, Claude Mythos Preview finds thousands of zero-days in every major operating system, autonomously. The distance between those two data points should keep you up at night.
A detailed walkthrough of quantization data types, symmetric vs affine methods, scaling algorithms, and the trade-offs nobody tells you about until your model accuracy falls off a cliff.
A monthly reflection on on-device ML, design, and the intersection of the two. No spam, just high-density thought.
