2. The Quadratic Sandwich (fedemagnani.github.io)

If you have ever tried to minimize a function with gradient descent, you probably noticed that some functions are a joy to optimize and others are a nightmare. The difference often boils down to two properties: strong convexity and L-smoothness. These two concepts define a “sandwich” of quadratic bounds around your function that tells you exactly how well-behaved it is. If the sandwich is tight, life is good. If one slice of bread is missing, things get ugly fast.

13. ArcBrush – Node-based 2D image editor (arcbrush.com)

Build non-destructive image pipelines with 79 composable nodes. One graph produces every color variant, every format, every export, automatically. Free native desktop app for Windows, macOS, and Linux.

15. AI Engineering from Scratch (aiengineeringfromscratch.com)

435 lessons. 20 phases. Write the backprop, the tokenizer, the attention mechanism, and the agent loop by hand before any framework gets imported. Python, TypeScript, Rust, Julia.

27. Why We've Filed a Referendum (www.stopstratos.org)

B.E.A.R. is a political issues committee (PIC) organized by Box Elder residents to stop the Stratos Project Data Center. This project moved forward with far too many unanswered questions around water, power, cost, and transparency. Our referendum is about restoring accountability and giving Box Elder voters a real say before irreversible decisions are made.

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