One Day, Three Devices: Building Physical AI with Meta's Muse Gadget SDK

Google has publicly shared benchmarks for how long pages can take to move from discovery and crawling...

Claude Code helped Linus Torvalds explore Linux read performance. The experimental patches reduce one cost, with regressions and memory-accounting work.

AI agents write tests that mirror the implementation instead of constraining it. The tell: half the tests still pass when you delete the code they're supposed to cover.

Hey Dev.to community! 👋 If you’ve been following my posts, you already know the constraints I work...

Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any kind.

Independent review: both products were tested on my own accounts \u2014 free where offered and paid where not \u2014 with no vendor-provided access.

This is an independent test. Nothing here came from vendor access: both tools were used on my own free and paid accounts.

This is an independent test. Nothing here came from vendor access: both tools were used on my own free and paid accounts.

What I learned building Vibrary with Claude Code — privacy-first activity tracking, realtime presence bugs, signed auto-updates, and a canvas engine that started as one HTML file.

Nine 2026 papers name the amortization-vs-staleness tension in action-chunk execution horizons; none writes the objective down. Derive it and the horizon stops being task-specific — with a floor cheap inference cannot cross and a wall wher…