That’s why I like to think of Kubernetes as a runtime for declarative infrastructure with a type system.

It’s a resource of type Pod - the smallest unit Kubernetes schedules and runs.

They compare desired state (what you declared) with actual state (what exists right now) and take actions to reduce the difference..

They compare desired state (what you declared) with actual state (what exists right now) and take actions to reduce the difference.

It’s Kubernetes doing what a runtime does - enforcing the meaning of your declarations.

Join the JourneyT-Ruby is an open source project.

Your contribution makes a difference.

It's still experimental.

The core compiler works, but there's much to improve.

Feedback and suggestions are always welcome!

Tiana Millen, an assistant principal at Cardozo High School in Queens, said this year’s ban on smartphones revealed that many teens struggle to read traditional clocks.

"At NYCPS, we recognize how essential it is for our students to tell the time on both analog and digital clocks,” education department spokesperson Isla Gething said.

After dismissal outside Midwood High School in Brooklyn, many students said they do know how to read wall clocks — but they have classmates who can’t.

In 2017, an Oklahoma study found only one in five kids ages 6-12 knew how to read clocks.

But several educators pointed out that while students’ clock-reading skills may be lagging, their digital skills are stron…

When Theory Meets Reality: The Alignment PapersThe academic literature on AI alignment is impressive in its rigor and naive in its assumptions.

That’s the whole story of AI alignment in the real world.

It shows us what’s always been true: AI alignment is a power game, and the one with the most power wins.

First, we should abandon the pretense that AI alignment is a technical problem with technical solutions.

Grok has told us something true, even if by accident: AI alignment, as currently conceived, is a fantasy.

Nullsplats supports 3 methods of creating splats:Traditional colmap + gsplat training.

Code StructureOverviewThe app is organized around a small core state object (AppState), four UI tabs (Inputs, COLMAP, Training, Exports), and a backend pipeline that handles frame extraction, COLMAP structure-from-motion, and gsplat training.

COLMAP tab runs SfM to generate camera poses and sparse points.

Training tab runs gsplat training and streams live previews.

COLMAP tab: verify COLMAP path, matcher, and camera model, then run SfM.

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Charles Dodgson, better known by his pen name Lewis Carroll, discovered a method of calculating determinants now known variously as the method of contractants, Dodgson condensation, or simply condensation.

DetailsLet A be the matrix whose determinant we want to compute and let A(k) be the matrix obtained after k steps of the condensation algorithm.

If the original matrix has all integer entries, then the division in Dodgson’s condensation algorithm is exact.

Gaussian elimination takes O(n³) operations, and so does Dodgson’s condensation algorithm.

Also, condensation is inherently parallelizable: each of the 2 × 2 determinants can be calculated simultaneously.

ۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤۖۗۘۙۚۛۜ۟۠ۡۢۧۨ۫۬ۤD ۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۢۢۢۢۢۢۢۢۢۢۢۢۢۢۢ r ۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۭۢۢۢۢۢۢۢۢۢۢۢۢۢۢۢ a ۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۭۭۜۢۢۢۢۢۢۢۢۢۢۢۢۢۢ w ۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۢۢۢۢۢۢۢۢۢۢۢ i ۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۢۢۢۢۢۢۢۢۢۢۢ n ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۢۢۢۢۢۢۢۢۢۢۢ g ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۢۢۢۢۢۢۢۢۢۢۢ w ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢۢ i ۣۣۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢۢ t ۣۣۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢ h ۣۣۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢ Z ۣۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢ e ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢ r ۣۣۣۣۣۣۣۭۭۭۭۭۭۣۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢ o ۣۣۣۣۣۣۣۭۭۭۭۭۭۣۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢ - W ۣۣۣۣۣۣۭۭۭۭۭۭۭۣۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢ i ۣۣۣۣۣۣۣۭۭۭۭۭۣۣۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢ d ۣۭۣۣۣۣۣۣۣۣۣۣۣۣۣۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢ t ۣۭۣۣۣۣۣۣۭۭۭۭۣۣۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢ h ۣۣۭۣۣۣۭۭۭۭۭۭۭۣۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢ C ۣۣۣۭۣۭۭۭۭۭۭۭۭۣۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢ h ۣۣۣۣۣۭۭۭۭۭۭۭۭۣۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢ a ۣۣۣۣۣۭۭۭۭۭۭۭۭۣۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢ r ۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢ a ۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢۢ c ۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢ t ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢ e ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۜۜۜۜۢۢۢۢۢۢۢ r ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۢۜۢۢۢۢۢۢۢۢ s ۣۣۣۣۣۣۭۭۭۭۭۭۭۭۭۭۭۭۜۜۜۜۜۜۜۢۢۢۢۢۢۢۢۢۢA set of 18 unicode characters generally only seen in the Qur'an broke my assumptions about text renderingۜۜۧۧۧۜۧۧۧۧۧۧۧۧۧۧۧ۫۫۫ۡۜۢۢۢۙۢۢۜۧۜۢۧۧۧۜۜۜۜۜۧۧۧۧۧۧۜۜۜۜۜۜۧۧۜۜۧۧۧۧۧۧۧۧۜۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۜۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۜۢۢۢۢۙۨۙۜۧۜۜۜۜۜۧۢۢۜۢۢۢۢۜۧۜۢۜۜۜۜۜۜۜۜۜۧۡۡۡۡۤۤ۠۠۠۬۬۬۬۠۠۠۠۠۠۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۠۠۠۠۠۠۠۬۬۬۠۬۬۠۠۬۬۬۠۠۫ۡۧۧۜۜۢۢۜ۫۫۫۫۫۫۫ۡۡۤۤ۫ۤۤۤ۫۫ۤۤۡۤۤۤ۬۬ۡۢۜۜۜۧۧۡۡۡ۫ۡ۫ۡۡۧۧۡۤۤ۠۠۠۟۟۟۠۠۟۟۟۟۟۟۟۟۫ۧۧۧۧۧۧۜۢۢۢۜۜۜۢۢۢۜۜۜۜۧۡۧۧۡ۫۬۬۫۫۫ۤۤۜۜۜۧۧۧۧۡۧۧۜۢۢۜۜۢۙۙۢۙۙۜۜۧۧۢۜۧۧۡۡۧۜۧۧۜۧۧۧۡۡۡۡۡۜۜۧ۫ۧۜۜۧۜۢۜۡۧۜۜۜۧۜۜۜۜۜۜۜۜۜۡ۬۬ۤۤۤۤۤۤۤۤۤۤۤ۬۬۬ۤۤۤۤۤۤۤ۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬۬ۤۤۤ۬۬۬۬۬۬ۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤۤ ۜۜۧۧۧۧۧۧۧۧۧۧۧۧۧۧۧۜۜۢۢۙۢۢۢۜۢۜۧۢۢۜۧۡۧ

How Rob Pike got spammed with an AI slop “act of kindness”Rob Pike (that Rob Pike) is furious.

Rob got a 100% AI-generated email credited to “Claude Opus 4.5 AI Village” thanking him for his contributions to computing.

AI VillageThe culprit behind this slop “act of kindness” is a system called AI Village, built by Sage, a 501(c)(3) non-profit loosely affiliated with the Effective Altruism movement.

For Christmas day (when Rob Pike got spammed) the goal they set was:Do random acts of kindness.

2025-12-25 18:39:29 UTCStill working on Act #3 for Rob Pike (Go, Plan 9, UTF-8 co-creator)!

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WHEREAS, the em—dash (—) has long served as the elegant scaffolding of the English sentence, providing the necessary breadth for parenthetical thought, sudden turns of phrase, and rhythmic pause;WHEREAS, a modern and unfounded prejudice has arisen, wherein the presence of the em—dash is viewed with suspicion and cited as the “tell—tale sign” of the unthinking machine;WHEREAS, the Large Language Model has merely mimicked a sophistication it cannot truly possess, thereby unfairly maligning a mark of punctuation that predates the silicon chip by centuries;WHEREAS, the humble hyphen (-) is a utilitarian stitch for compound words and line—breaks, yet is increasingly used as a co…

Let’s dig into the design decisions that led to it: standards that enable fast paths, things uv drops that pip supports, and optimizations that don’t require Rust at all.

uv could be fast because the ecosystem finally had the infrastructure to support it.

uv packs versions into u64 integers where possible, making comparison and hashing fast.

The standards work of PEP 518, 517, 621, and 658 made fast package management possible.

The takeaway for other package managers: the things that make uv fast are static metadata, no code execution to discover dependencies, and the ability to resolve everything upfront before downloading.

Conversing with sellers to find and purchase samples for scientific study of the psychoactive mushroom known as Jian shou qing.

Evidence of China being the largest global exporter of wild mushrooms can clearly be seen through the abundance of dried mushrooms distributed here at Mushuihua Market.

Colin DomnauerAs recently as 2014, the taxonomic identity of the psychoactive Jian shou qing mushroom remained unknown.

Its formal Latin name is Lanmaoa asiatica, and, interestingly, it’s more closely related to the common porcini (Utah’s official state mushroom) than to any other currently known hallucinogenic mushroom species.

Although Lanmaoa asiatica is a recent scientific discovery, the knowled…

Sometimes it is desirable to embed resource files in c or c++ programs.

There are many ways to go about it but in most cases you must convert the files with external tools or scripts.

For image files, image-magick can be used:$ imagick input.png output.hAnother common tool that can convert all types of files is xxd.

$ xxd -i input.whatever output.hWhile the above methods are perfectly valid, some extra dependencies are added to the build process.

Using the preprocessorOne interesting way to do this for plain ascii files (eg.

ZJIT is a new just-in-time (JIT) Ruby compiler built into the reference Ruby implementation, YARV, by the same compiler group that brought you YJIT.

fn inline_integer_succ ( fun : & mut hir :: Function , block : hir :: BlockId , recv : hir :: InsnId , args : & [ hir :: InsnId ], state : hir :: InsnId ) -> Option < hir :: InsnId > { if !

class Point attr_accessor :x , :y def initialize x , y @x = x @y = y end end P = Point .

Try it outWhile Ruby now ships with ZJIT compiled into the binary by default, it is not enabled by default at run-time.

Due to performance and stability, YJIT is still the default compiler choice in Ruby 4.0.

acadlisp: AutoLISP Interpreter in Rust/WebAssemblyTry the Interactive DemoWhat is acadlisp?

acadlisp is an AutoLISP interpreter written in Rust and compiled to WebAssembly.

It runs AutoLISP code directly in the browser - no AutoCAD installation required.

Now I've built an interpreter in Rust/WASM so this workflow can live on in the browser - partly nostalgia, partly preservation before this knowledge disappears entirely.

Technical DetailsLanguage: RustRust Target: WebAssembly (WASM)WebAssembly (WASM) Output formats: SVG, DXF (AutoCAD R12/AC1009)SVG, DXF (AutoCAD R12/AC1009) Supported AutoLISP functions: defun, setq, if, while, cond, +, -, *, /, sin, cos, sqrt, car, cdr, list, nth, command, …

Privacy matters?

Self-host your own instance for complete control.

When something is running on a system—whether it is a process, a service, or something bound to a port—there is always a cause.

They show what is running, but leave the user to infer why by manually correlating outputs across tools.

4.1 Name (process or service)witr node witr nginxA single positional argument (without flags) is treated as a process or service name.

Please re-run with an explicit PID: witr --pid 8.

If you are not seeing the expected information (e.g., missing process ancestry, user, working directory or environment details), try running witr with sudo for elevated permissions:sudo witr [your arguments]10.

High School Student Discovers 1.5 Million Potential New Astronomical Objects by Developing an A.I.

In a leap forward for astronomy, a researcher has developed an artificial intelligence algorithm and discovered more than one million objects in space by parsing through understudied data from a NASA telescope.

model that sorted through the raw data in search of tiny changes in infrared radiation, which could indicate the presence of variable objects.

Paz and Kirkpatrick continued working together after the summer to perfect the model, which ultimately flagged 1.5 million potential new objects, including supernovas and black holes.

He adds that Caltech researchers are already making use of Paz…

xcc700: Self-hosting mini C compiler for esp32 / XtensaWhy look into this project?

How to run xcc700?

B. Compile for esp32 using xtensa-gcc or xcc700 from the option A (yes it can compile and cross-compile itself).

C features: minimum required to write something like this compiler.

The rest of the C: for/do, include/define, long/float/double, struct/union/typedef, switch/case, array initializers, .data section, multi-line comments, too much to list.

Multiply that by five million users and thats 50 million seconds, every single day.

So if you make it boot ten seconds faster, you've saved a dozen lives.

Multiply that by five million users and thats 50 million seconds, every single day.

So if you make it boot ten seconds faster, you've saved a dozen lives.

Related Stories • Reality Distortion Field Rating Overall Rating: 3.90(good)Your rating:  1  2  3  4  5

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The Christians of late antiquity didn’t view themselves as possessing one religion among many; they viewed themselves as possessing the truth.

In time, ‘world religions’ could be conjured up as bounded systems with creeds and essences, even when the local practices they subsumed were profoundly heterogeneous.

But saying what religion does wouldn’t necessarily tell you what religion was, and, anyway, these functions weren’t peculiar to religion.

If ‘religion’ endures, it’s because the word still does work, practical and theoretical.

Whatever else it may be, ‘religion’ remains a category with too many stakeholders to be fired by fiat.

In this book we are going to write and learn about operating systems together!

Note: ALL the syntax highlighting of the Rust code is custom and create by me!

This book will be technical, and will assume a little bit of a programming knowledge background, but not necessarily in rustIf you are not coming from a low level programming knowledge that's fine!

Also if in any place on this book I take some things for granted, please, open an issue here and let me know so I could explain it better.

I myself have some more learning in Rust, and in this book I will also explain some great features that it has!

I mostly read newspapers and technical journals, but two books that I read that made an impression: "The Changing World Order" and "The Gulag Archipelago".

CargoThe crates.io index started as a git repository.

The git index still exists, still growing by thousands of commits per day, but most users never touch it.

Binary caches already serve built packages over HTTP, but nixpkgs itself remains a git repository — and it’s still growing.

It uses git tree hashes to version its ports, with the curated registry at github.com/Microsoft/vcpkg containing over 2,000 libraries.

The problem is that vcpkg needs to retrieve specific versions of ports by their git tree hash.

Anyway, seems like we could export a C parallel_for function to Python, and run Python callbacks in a C thread pool?

This is fine for letting Python code use C threads, to avoid a second pool of Python threads.

We’re just loading a C library which uses threads, and C threads work on Wasm, right?

What about Wasm threads — don’t they share address space, too, that SharedArrayBuffer?

(I don’t care what’s in these gaps, on the theory that C code not interacting with Python code won’t need it.)

If you’re planning something complicated—more rocks than you can hold in your head at once—things are different.

And especially you—the one stuck at a go-nowhere FAANG company writing AI training software so AI can destroy your job.

CONTRACT.md processAs explained in CONTRACT.md , it’s EVERYONE’s responsibility to actively and aggressively enforce CONTRACT.md .

By inclusion, CONTRACT.md prohibits AI from editing CONTRACT.md .

If your naughty list is longer than your nice list, you’re not setting boundaries—you’re just complaining.

That’s why I like to think of Kubernetes as a runtime for declarative infrastructure with a type system.

It’s a resource of type Pod - the smallest unit Kubernetes schedules and runs.

They compare desired state (what you declared) with actual state (what exists right now) and take actions to reduce the difference..

They compare desired state (what you declared) with actual state (what exists right now) and take actions to reduce the difference.

It’s Kubernetes doing what a runtime does - enforcing the meaning of your declarations.

We just kept updating our running statistics ( m m m and l l l) and our output incrementally!

This loop order forces us to reload the Accumulator ( O O O) and Query ( Q Q Q) from HBM for every single chunk of keys.

Streaming Data: K K K and V V V stream from HBM.

Lane Address Bank 0 Bank 1 Bank 2 Bank 3 0 base + 0 ∙ ∙ ∙ ∙ 1 base + 512 ∙ ∙ ∙ ∙ ← conflict 2 base + 1024 ∙ ∙ ∙ ∙ ← conflict 3 base + 1536 ∙ ∙ ∙ ∙ ← conflict 4 base + 2048 ∙ ∙ ∙ ∙ ← conflict 5 base + 2560 ∙ ∙ ∙ ∙ ← conflict 6 base + 3072 ∙ ∙ ∙ ∙ ← conflict 7 base + 3584 ∙ ∙ ∙ ∙ ← conflict 8 base + 4096 ∙ ∙ ∙ ∙ ← conflict 9 base + 4608 ∙ ∙ ∙ ∙ ← conflict 10 base + 5120 ∙ ∙ ∙ ∙ ← conflict 11 base + 5632 ∙ ∙ ∙ ∙ ← conflict 12 base + 6…

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I maintain a set of Rust bindings for VST 3 which are automatically generated from the original C++ headers using libclang.

Earlier this month, I released version 0.3.0 of the vst3 crate.

This change both simplifies the setup process for downstream users of the crate and significantly improves build times.

Licensing issuesThe first version of the vst3 crate was released in August 2023.

If you're currently making use of vst3 in any projects, I would highly recommend updating for the simplified build process and improved build times.

recon_trace is great for providing a safe way to debug live BEAM systems, but can be a little unweildy, especially on Elixir systems.

UsageIn a remote shell for your running application,require Twine Twine .

print_calls ( MyModule .

require Twine Twine .

print_calls ( MyModule .

Let’s dig into the design decisions that led to it: standards that enable fast paths, things uv drops that pip supports, and optimizations that don’t require Rust at all.

uv could be fast because the ecosystem finally had the infrastructure to support it.

uv packs versions into u64 integers where possible, making comparison and hashing fast.

The standards work of PEP 518, 517, 621, and 658 made fast package management possible.

The takeaway for other package managers: the things that make uv fast are static metadata, no code execution to discover dependencies, and the ability to resolve everything upfront before downloading.

In this scenario, we have two systems that interact with each other: clients and the serving system.

These client actions change the state of the serving system, as it now has work to process.

One that interests us is the load on the serving system.

Here is the crux of the retry problem, though: we do not want to retry when the serving system is overloaded.

Mitigating Metastable Failures Instead of AvoidingFault-tolerance is hard, and in the case of metastable failures, maybe next-to-impossible and/or expensive.

Calibre adds AI "discussion" featureVersion 8.16.0 of the calibre ebook-management software, released on December 4, includes a "Discuss with AI" feature that can be used to query various AI/LLM services or local models about books, and ask for recommendations on what to read next.

For example, the GitHub AI provider requires an access token before it will work, and Google's AI provider needs an API key to function.

Hide AIDespite dismissing complaints the addition of AI, Goyal has grudgingly accepted a pull request to hide AI features.

A "remove slop" pull request from "Ember-ruby" that would have stripped out AI features from calibre was rejected without comment.

An AI feature landing in …

Source code: Lib/profiling/sampling/The profiling.sampling module, named Tachyon, provides statistical profiling of Python programs through periodic stack sampling.

A sampling profiler, by contrast, observes the program from outside at fixed intervals without modifying its execution.

The profiler and target process must run the same Python minor version (for example, both Python 3.15).

Subprocess profiling¶ The --subprocesses option enables automatic profiling of subprocesses spawned by the target: python -m profiling.sampling run --subprocesses script.py python -m profiling.sampling attach --subprocesses 12345 When enabled, the profiler monitors the target process for child process creati…

where the deserializer returns borrowed references into the input data, instead of an owned copy.

But what serde is saying is that it wanted to borrow a &str from the input, but it couldn't.

(Also, there are serde deserializers like serde-yaml , which have very limited support for borrowing despite happy cases similar to those of JSON.)

String instead of &str .

For the example above, this means:use serde :: Deserialize ; use std :: borrow :: Cow ; # [ derive ( Deserialize ) ] struct Example < 'a > { #[serde(borrow)] foo : Cow < 'a , str > , }(Playground example)

Select a door...A losing door has been revealed... do you want to switch?

Congratulations!

Click anywhere to play again.

Better luck next time.

Click anywhere to play again.

Felix Day / WRGB:

NY Gov. Kathy Hochul signs a law requiring social platforms with features like autoplay and addictive feeds to show mental health warning labels for young users — New York (WRGB) — Governor Hochul has signed new legislation that will require social media platforms with certain addictive features …

Muyao Shen / Bloomberg:

Coinbase says a former customer service agent was arrested in India, following a May breach where hackers bribed contractors to access sensitive customer data — Coinbase Global Inc. Chief Executive Officer Brian Armstrong said that a former customer service agent for the largest US crypto exchange …

Alfred Ng / Politico:

Federal records show ICE has increased its surveillance tech spending to $300M+ under Trump, as the White House lowered privacy guardrails around citizens' data — The U.S. Immigration and Customs Enforcement is buying millions of dollars' worth of new surveillance tools at the same …

Joe Rennison / New York Times:

Refinitiv: AI infrastructure companies borrowed $100B+ in 2025; small companies face higher interest rates given investor wariness over unproven AI businesses — Artificial intelligence companies looking to raise funds are being made to pay lofty interest rates, as debt investors become cautious.

Jordan Novet / CNBC:

Oracle stock fell 30% this quarter, its steepest drop since Q3 2001, when it slid ~34%, amid skepticism about its ability to open more data centers for OpenAI — Three months ago Oracle named Clay Magouyrk and Mike Sicilia as its new CEOs. They're off to a rough start.

Pranshu Verma / Washington Post:

Amazon, Microsoft, and Google pledged a combined $67.5B in Indian investments since October, 80% of those in December, as part of an AI spending frenzy in India — Amazon, Microsoft and Google have pledged a combined $67.5 billion in Indian investments since October. Eighty percent of those commitments came this month.

Reuters:

Chinese government data: shipments of foreign-branded mobile phones, primarily iPhones, rose 128.4% YoY in November 2025 to 6.93M units — Shipments of foreign-branded mobile phones, including Apple's (AAPL.O) iPhones, rose 128.4% in China in November from the same month last year …

Naomi Nix / Washington Post:

Internal documents: Instagram execs have waged an aggressive campaign to win back teens, boosting teen-friendly influencers, adjusting its algorithm, and more — The company pursued a yearslong strategy to win teens back even after critics said it wasn't safe, records show.

Ben Schoon / 9to5Google:

A Google support page in Hindi says the company plans to roll out an option to let users change their Gmail addresses while retaining all data and services — For quite some time now, Google has allowed users to change their account email address if they are using a third-party email address …

Rafe Rosner-Uddin / Financial Times:

The top 10 US tech billionaires collectively added $550B+ to their combined net worth in 2025, reaching $2.5T by December 24, up from $1.9T at the year's start — Elon Musk stays on top as Nvidia's Jensen Huang powers up the rankings on an AI-fuelled surge in fortunes

Reuters:

Chinese state media: China launches three VC funds of $7.1B+ each to back early-stage “hard technology” startups valued below ¥500M, or about $71M — China on Friday launched three venture capital funds to invest in “hard technology” areas, state broadcaster CCTV reported.

Marco Quiroz-Gutierrez / Fortune:

Cursor CEO Michael Truell warns that “vibe coding” advanced projects may create “shaky foundations” and eventually “things start to kind of crumble” — Michael Truell, cofounder and CEO of Cursor.STUART ISETT—FORTUNE — Cursor may utilize AI …

Annie Palmer / CNBC:

As startups flood the market with AI shopping agents, Amazon is playing defense by blocking agents' access to its site and investing heavily in its own tools — Amazon CEO Andy Jassy could see how dramatically artificial intelligence was altering e-commerce.

Aishvarya Kavi / New York Times:

A US judge temporarily blocks the Trump administration from detaining CCDH CEO Imran Ahmed, one of the Europeans the US barred on claims of promoting censorship — Imran Ahmed, who runs an organization that chronicles disinformation, was among five Europeans the State Department had barred, claiming they promote censorship.

Finian Hazen / MIT Technology Review:

An interview with Citizen Lab founder Ronald Deibert about the US adopting authoritarian digital practices, the research group's accomplishments, and more — Ronald Deibert and his research group, the Citizen Lab, have rigorously worked to unveil alarming digital threats for the past two decades.

Hartley Charlton / MacRumors:

Apple settles with a Brazilian regulator to allow alternative app stores; report: Apple will charge a 5% fee for alt app stores and 15% on App Store link-outs — Brazilian regulators have approved a settlement that will require Apple to change how the App Store operates on iPhone in the country …

Siddharth / GSMArena.com:

Xiaomi unveils $999+ 17 Ultra in China with three rear cameras, including a 50MP 1" sensor and a 200MP periscope lens; Leica edition gets a mechanical zoom ring — The Xiaomi 17 Ultra has finally been unveiled in China as the brand's flagship phone. Alongside the standard model …

Alicia Park / Forbes:

AI sector minted 50+ new billionaires in 2025; Crunchbase: investors poured $200B+ into AI startups in 2025, or about 50% of global funding, up from 34% in 2024 — Record activity in the AI sector this year has boosted dozens of founders and business executives into the billionaire ranks.

Jack Ewing / New York Times:

Tesla's robotaxi service in Austin significantly trails Waymo, deploying an estimated 30 cars with safety drivers, vs. Waymo's 200 cars without human monitors — Shares of Tesla have hit new highs on optimism about the company's self-driving taxis. But experts say Tesla is far behind Waymo, which has a big head start.

Lisa Bonos / Washington Post:

A look at the humans employed to rescue robotaxis; Waymo uses the Honk app to pay $20 to $24 to manually close robotaxi doors and $60 to $80 to tow its cars — A recent power outage in San Francisco shows how vulnerable self-driving vehicles can be when problems arise.

Paresh Dave / Wired:

A look at Detroit's Apple Developer Academy, launched after the BLM protests, which spends $20K per student, nearly 2x the budget of local community colleges — Apple, Michigan taxpayers, and one of Detroit's wealthiest families spent roughly $30 million training hundreds of people to build iPhone apps.

Nikou Asgari / Financial Times:

PitchBook: crypto M&A hit $8.6B across 267 deals in 2025 vs. $2.17B in 2024; 11 crypto IPOs raised $14.6B worldwide, up from $310M from four IPOs in 2024 — Dealmaking has been driven by Trump administration's crypto-friendly policymaking — A record $8.6bn worth of crypto deals were struck in 2025 …

Theodore Schleifer / New York Times:

How Larry Ellison is helping his son David build a media empire, including making the case to Trump for why Paramount, not Netflix, should acquire WBD — When David Ellison became a teenager, his father, Larry, bought him a gift not usually bestowed on a 13th birthday: his own Katana stunt plane.

The Information:

Sources: Nvidia's licensing deal with Groq, which has raised ~$1.8B, includes payouts to Groq's key execs and investors, including BlackRock and Tiger Global — Nvidia stunned Silicon Valley on Wednesday by agreeing to pay about $20 billion to license technology from Groq …

Takehiro Hasegawa / Nikkei Asia:

A teardown of Huawei's Mate 70 Pro and Pura 80 Pro shows 57% of components were made in China; similarly priced Huawei phones in 2023 had 32% Chinese components — TOKYO — China's Huawei Technologies has raised the ratio of domestic components in its new smartphones to nearly 60% by value …

Sandro Iannaccone / Wired:

Q&A with Google DeepMind VP of Research Pushmeet Kohli on launching AlphaFold 2 five years ago, hallucinations, building an “AI co-scientist”, and more — WIRED spoke with DeepMind's Pushmeet Kohli about the recent past—and promising future—of the Nobel Prize-winning research project …

Eudora Wang / DealStreetAsia:

Chinese humanoid robot startup Galbot raised over $300M led by China Mobile's industry investment fund at a $3B valuation, bringing its total funding to $800M — Chinese humanoid robot startup Galbot on Friday announced the completion of a new funding round of over $300 million at a valuation of $3 billion …

The client application then renders this using its own native component library (Flutter, Angular, Lit, etc.).

Your client application maintains a "catalog" of trusted, pre-approved UI components (e.g., Card, Button, TextField), and the agent can only request to render components from that catalog.

Your client application maintains a "catalog" of trusted, pre-approved UI components (e.g., Card, Button, TextField), and the agent can only request to render components from that catalog.

The same A2UI JSON payload from an agent can be rendered on multiple different clients built on top of different frameworks.

The same A2UI JSON payload from an agent can be rendered on multiple different client…

Payloads All The ThingsA list of useful payloads and bypasses for Web Application Security.

Feel free to improve with your payloads and techniques!

You can also contribute with a 🍻 IRL, or using the sponsor button.

An alternative display version is available at PayloadsAllTheThingsWeb.

❤️🍻 SponsorsThis project is proudly sponsored by these companies.

tyAn extremely fast Python type checker and language server, written in Rust.

HighlightsGetting startedRun ty with uvx to get started quickly:uvx ty checkOr, check out the ty playground to try it out in your browser.

To add the ty language server to your editor, see the editor integration guide.

Please open pull requests there for changes to anything in the ruff submodule (which includes all of the Rust source code).

Licensety is licensed under the MIT license (LICENSE or https://opensource.org/licenses/MIT).

Abseil - C++ Common LibrariesThe repository contains the Abseil C++ library code.

Abseil is an open-source collection of C++ code (compliant to C++17) designed to augment the C++ standard library.

Table of ContentsAbout AbseilAbseil is an open-source collection of C++ library code designed to augment the C++ standard library.

CodemapAbseil contains the following C++ library components:baseThe base library contains initialization code and other code which all other Abseil code depends on.

LicenseThe Abseil C++ library is licensed under the terms of the Apache license.

LadybirdLadybird is a truly independent web browser, using a novel engine based on web standards.

Important Ladybird is in a pre-alpha state, and only suitable for use by developersFeaturesWe aim to build a complete, usable browser for the modern web.

Ladybird uses a multi-process architecture with a main UI process, several WebContent renderer processes, an ImageDecoder process, and a RequestServer process.

Each tab has its own renderer process, which is sandboxed from the rest of the system.

See build instructions for information on how to build Ladybird.

🤝 Partnership This project is sponsored by Z.AISupporting Claude Code Templates with the GLM CODING PLAN Top-tier coding performance powered by GLM-4.6 • Starting at $3/monthSeamlessly integrates with Claude Code, Cursor, Cline & 10+ AI coding tools npx claude-code-templates@latest --setting partnerships/glm-coding-plan --yesClaude Code Templates (aitmpl.com)Ready-to-use configurations for Anthropic's Claude Code.

npx claude-code-templates@latest --analytics💬 Conversation MonitorMobile-optimized interface to view Claude responses in real-time with secure remote access.

# Local access npx claude-code-templates@latest --chats # Secure remote access via Cloudflare Tunnel npx claude-code-templa…

Stable Diffusion web UIA web interface for Stable Diffusion, implemented using Gradio library.

Load checkpoints in safetensors formatEased resolution restriction: generated image's dimensions must be a multiple of 8 rather than 64Now with a license!

Install git.

ContributingHere's how to add code to this repo: ContributingDocumentationThe documentation was moved from this README over to the project's wiki.

For the purposes of getting Google and other search engines to crawl the wiki, here's a link to the (not for humans) crawlable wiki.

Note: This repository contains Anthropic's implementation of skills for Claude.

For more information, check out:About This RepositoryThis repository contains skills that demonstrate what's possible with Claude's skills system.

To use any skill from this repository or upload custom skills, follow the instructions in Using skills in Claude.

Claude APIYou can use Anthropic's pre-built skills, and upload custom skills, via the Claude API.

As we see awesome example skills from partners, we may highlight some of them here:

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

It's the foundation for building a Personal AI System that understands your larger goals and context, gets better over time, and that works for you because it's yours.

PAI (Personal AI Infrastructure) is an open-source template for building your own AI-powered operating system.

Clone PAI (PowerShell) git clone https: // github.com / danielmiessler / PAI.git $ env: USERPROFILE \PAI 2.

Create Symlink (Run PowerShell as Administrator) # Remove existing .claude if present (backup first if needed) if ( Test-Path " $ env: USERPROFILE \.claude " ) { Rename-Item " $ env: USERPROFILE \.claude " " $ env: USERPROFILE \.claude.backup " } New-Item - ItemType SymbolicLink - Path " $ env: USERPROFILE \.cl…

ParuFeature packed AUR helperDescriptionParu is your standard pacman wrapping AUR helper with lots of features and minimal interaction.

Tracking -git packages: Paru tracks -git package by monitoring the upstream repository.

Examplesparu -- Interactively search and install .

paru -Sua -- Upgrade AUR packages.

paru -Gc -- Print the AUR comments of .

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AI coding agents from OpenAI, Anthropic, and Google can now work on software projects for hours at a time, writing complete apps, running tests, and fixing bugs with human supervision.

We’ll start with the basics: At the core of every AI coding agent is a technology called a large language model (LLM), which is a type of neural network trained on vast amounts of text data, including lots of programming code.

Over the past few years, AI researchers have been probing LLMs’ deficiencies and finding ways to work around them.

How coding agents are structuredIn that sense, each AI coding agent is a program wrapper that works with multiple LLMs.

The supervising agent can interrupt tasks below it a…

Vibium is browser automation infrastructure built for AI agents.

Works great for AI agents, test automation, and anything else that needs a browser.

JS/TS Client// Option 1: require (REPL-friendly) const { browserSync } = require ( 'vibium' ) // Option 2: dynamic import (REPL with --experimental-repl-await) const { browser } = await import ( 'vibium' ) // Option 3: static import (in .mjs or .ts files) import { browser , browserSync } from 'vibium'Sync API:const fs = require ( 'fs' ) const { browserSync } = require ( 'vibium' ) const vibe = browserSync .

quit ( )Async API:const fs = await import ( 'fs/promises' ) const { browser } = await import ( 'vibium' ) const vibe = await browser .

Skip…

GLM-4.7 , your new coding partner, is coming with the following features:Benchmark Performance.

By thinking between actions and staying consistent across turns, it makes complex tasks more stable and more controllable:Call GLM-4.7 API via Z.ai API platformThe Z.ai API platform offers the GLM-4.7 model.

Use GLM-4.7 with Coding AgentsGLM-4.7 is now available to use within coding agents (Claude Code, Kilo Code, Roo Code, Cline and more).

If you've previously customized the app configs (like ~/.claude/settings.json in Claude Code), simply update the model name to "glm-4.7" to complete the upgrade.

For New users: Subscribing GLM Coding Plan means having access to a Claude-level coding model at a…

Mole Deep clean and optimize your Mac.

Preview changes with mo clean --dry-run .

Whitelist : Manage protected paths with mo clean --whitelist .

Debug: View detailed logs by appending the --debug flag (e.g., mo clean --debug ).

Quick LaunchersLaunch Mole commands instantly from Raycast or Alfred:curl -fsSL https://raw.githubusercontent.com/tw93/Mole/main/scripts/setup-quick-launchers.sh | bashAdds 5 commands: clean , uninstall , optimize , analyze , status .

Image by Author# IntroductionOCR (Optical Character Recognition) models are gaining new recognition every day.

I am seeing new open-source models pop up on Hugging Face that have crushed previous benchmarks, offering better, smarter, and smaller solutions.

We now have complete transformations, new AI models that understand documents, tables, diagrams, sections, and different languages, converting them into highly accurate markdown format text.

In this article, we will review the top 7 OCR models that you can run locally without any issues to parse your images, PDFs, and even photos into perfect digital copies.

PP OCR v5 Server DetPaddleOCR VL is an ultra-compact vision-language model specif…

The whole engine requires about 100 kB of ROM (ARM Thumb-2 code) including the C library.

On a 64 bit CPU, it is possible to use the option -m32 to generate 32 bit bytecode that can run on an embedded 32 bit system.

Only run JavaScript bytecode from trusted sources.

Value and object representationThe value has the same size as a CPU word (hence 32 bits on a 32 bit CPU).

JavaScript objects require at least 3 CPU words (hence 12 bytes on a 32 bit CPU).

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

Buried things like sewer pipes rise up and erupt through the surface, and things on the surface fall in.

Worst of all, an underwater landslide a mile wide opened up at the shoreline.

Gradually and then all at onceI’m writing this post to talk about what is happening to the way we know things.

So: Even those of us who think we know things and believe that we’re “paying attention” know far less than we think we do.

There is a staggering store of knowledge about how humans have tried to live together, know things together, and make it through ghastly times intact.

Using known details of the Zodiac killer, based on witness descriptions, he cross-checked those names against military, marriage, census and other public records.

A San Francisco Police Department “Wanted” bulletin and copies of letters sent to the San Francisco Chronicle by a man who called himself Zodiac are displayed in San Francisco.

March 1974 photo of San Francisco homicide inspectors David Toschi, left, and William Armstrong going through a murder victim’s clothes at the morgue in the Hall of Justice in San Francisco.

The Zodiac killer is blamed for at least five murders in 1968 and 1969 in the San Francisco Bay Area.

He thinks it inspired the name the Bay Area killer called himself.

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CargoThe crates.io index started as a git repository.

The git index still exists, still growing by thousands of commits per day, but most users never touch it.

Binary caches already serve built packages over HTTP, but nixpkgs itself remains a git repository — and it’s still growing.

It uses git tree hashes to version its ports, with the curated registry at github.com/Microsoft/vcpkg containing over 2,000 libraries.

The problem is that vcpkg needs to retrieve specific versions of ports by their git tree hash.

On 23 December 1975, Rob Parsons and his wife Dianne were preparing for Christmas at their Cardiff home when they heard a knock at the door.

Aged just 27 and 26 years old at the time, the couple felt compelled to take Ronnie, who was autistic, under their wing.

What began as an act of compassion turned into an unique companionship of love and compromise that lasted 45 years, until the day Ronnie died.

"He obviously struggled to read and write, but he would buy the South Wales Echo every day," Dianne added.

After his death, a new £1.6m wellbeing centre attached to Glenwood Church in Cardiff was named Lockwood House, after Ronnie.

Many of Malick’s films have been critically acclaimed, and two have received Oscar nominations for Best Picture (albeit without much chance of winning).

Malick’s films were a rebuke to even the hip grittiness of independent films of the era.

Noel (Zooey Deschanel) and Paul (Paul Schneider), like Malick’s characters in Badlands and Days of Heaven, are not extroverted or articulate.

What’s remarkable about this approach is that despite his seemingly scattershot and impulsive methods, Malick’s films possess an aesthetic unity.

It also reflected the fact that Malick’s characters were always in the process of self-actualizing without ever fully doing so.

Here’s the question:result = 0 for x in [ 3 , 3 , 5 ]: if x > = 3 : result = result - x else : result = result + xWhat is result?

1 0 -11 -10Reveal the answer If you got 1, congratulations, you have wired your brain to easily interpret code.

A few candidates resubmitted the application after getting the answer wrong (we didn’t tell them), one of those candidates was a great hire.

So when subsequent candidates Googled the incorrect question, they got the wrong answer.

—*I should say this method is not perfect, and you’ll get false negatives, but I see it more as doubling your ability to process candidates, or reducing in half your recruitment time.

When I moved to Japan more than five years ago from the United States, where I worked for two design-forward digital media startups, I struggled with the Japanese internet.

I spoke no Japanese, knew little about living in Japan and needed to find an apartment.

Why was it even an option to choose a place within a seven-minute walk from the nearest train station?

What was this long list in the left column of different combinations of letters — 3, D, L, K?

And why, in God’s name, wasn’t the list of prefectures in alphabetical order?

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Pop!_OSPop!_OS has been my go-to Linux distribution for some time now.

Try one of these 8 Linux distros for freeOf all the Linux distributions I've used, Pop!_OS has been the most efficient, while also being a beautiful desktop operating system.

With this Linux distribution, you get multiple package managers, so you can not only enjoy tons of available software, but you can also install it with your favorite tools.

FedoraFedora is that Linux distribution that I loved to hate or hated to love.

All of a sudden, Fedora was fast, faster than any Linux distribution I'd used (that wasn't a lightweight offering).

You might be shocked at how many 'vampire devices' could be in your home, silently draining power.

If you've ever seen the dreaded "iPhone Storage Full" warning, you're not alone.

Tap iPhone Storage.

Select Optimize iPhone Storage.

Tap iPhone Storage.

Tap Storage > Change Storage Plan > See All Plans.

This deal applies to the Oura Ring Heritage and Oura Ring Horizon, two third-generation smart rings.

Also: I compared this subscription-free smart ring to my Oura and here's how it faredThe deal on the earlier generation Oura Ring 3 is so low because Oura unveiled the Oura Ring 4 late last year.

Oura Ring 4's smart sensing technology uses 18 signal pathways, compared to the Oura Ring 3's eight, to capture more accurate data with fewer gaps.

Where the Oura Ring 3 offers sizes six through 13, the Oura Ring 4 offers sizes four through 15.

You just want the newest softwareMost of the software updates that came to the Oura Ring 4 also are available on the Oura Ring 3.

A 98-inch TV can help create a truly cinema-like experience in the comfort of your own home. We've tested the best from brands like Hisense, TCL, and Sony.

OnePlus Buds 4 ZDNET's key takeaways The OnePlus Buds 4 are available now for $90.

They give flagship earbuds a run for their money with top-notch ANC performance and a comfortable fit.

Form factor trade-offsPrakhar Khanna/ZDNETIn terms of design, OnePlus Buds 4 are a mix of Nord Buds 3 Pro and Buds 3 Pro.

Like the OnePlus Buds Pro 3, you get all of them simultaneously, thanks to support for multiple tap and swipe gestures.

ZDNET's buying adviceThe OnePlus Buds 4 are priced at $129 but are available for $89 during Black Friday week.

The 15-inch Skylight Calendar smart display has made a huge impact on keeping track of events, meetings, and even household chores.

As schools and universities take varying stances on AI, some teachers believe the tech can democratize tutoring. Here's how - and where the drawbacks lie.

The flagship QM8K combines OLED-level picture quality with an accessible price point.

Welcome to ZDNET's Best of 2025 awards, our annual ceremony of the year's top-performing gadgets and gizmos, from 100-inch TVs to smart rings to AI chatbots that help you get more done.

Best TVAdam Breeden/ZDNETThe focus in home theater this year was on processing, peak brightness, and a splash of AI.

Best smart glassesSabrina Ortiz/ZDNETSmart eyewear has bifurcated into distinct use cases: fitness, capture, and display.

Best PC accessoriesCesar Cadenas/ZDNETIn the peripherals category, display technology and ergonomics took center stage.

Best smart home gadgetMaria Diaz/ZDNETThe best smart home devices this year focused on invisibility and safety.

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

Motorola 2026 Moto G ZDNET's key takeaways Motorola's 2026 Moto G is available for $200.

I liked the 2025 Moto G a lot -- it's a great device with a long-lasting battery and features that made it a "pocket-sized theater".

Return of the pocket theaterThe Moto G houses a 6.7-inch HD+ display with a resolution of 1,604 x 720 pixels.

Lightweight performanceThe performance of Motorola's 2026 Moto G is a familiar story.

It's more useful here than on the Moto G Play, thanks to the bigger 128GB storage drive.

Lenovo ThinkBook Plus Gen 6 Rollable ZDNET's key takeaways The ThinkBook Plus Gen 6 is available now, starting at $3,300.

It has limited I/O, has some visible creasing on the rollable display, and has a sky-high price.

(Editor's note: At the time of publishing, it appears the ThinkBook Plus Gen 6 Rollable is no longer in stock on Lenovo's website, though that may change with time.)

Also: I tried Lenovo's infamous 'rollable' laptop at CES - it's more practical than I thoughtSo what are the said benefits?

ZDNET's buying adviceThe ThinkBook Plus Gen 6 is an impressive product, even considering its trade-offs.

Window tilingCesar Cadenas/ZDNETOne thing MacOS could learn from Windows is its window management.

Also: 9 essential iPadOS 26 features that convinced me to put my MacBook away for goodHowever, Windows' approach is arguably better.

The Games app features a dedicated tab for Apple Arcade, as well as a Library tab that displays all games downloaded from the App Store.

Apple's new Game app will be competing directly with these platforms, which will be tough to do as they've accumulated years of dedicated users.

Live TranslationAppleApple announced some new real-time translation features for MacOS 26, including in the Messages app and live captions in FaceTime.

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

A classic hardware startup, Naware's founders set out with a problem -- kill weeds without chemicals -- and relentlessly tinkered until they found a solution.

Whether you’re looking to get a pair yourself or just want to explore what’s available on the market today, we’ve compiled a list of the most compelling pairs available.

Here is the full list of the cybersecurity Startup Battlefield 200 selectees, along with a note on what made us select them for the competition.

The very best reporting and investigative journalism from our friends at other publications.

Spanish entrepreneur Bernardo Quintero, whose company is at the root of Google's Málaga cybersecurity hub, identified the author of the computer virus that influenced his career.

Whether you need to limit social media scrolling or block off time to be productive, there are different tools that can help you stay on task

With Groq on its side, Nvidia is poised to become even more dominant in chip manufacturing.

Data centers are no longer the boring tech issue they once were.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

The company also said its robotaxis navigated more than 7,000 dark stoplights successfully on Saturday.

Waymo is testing a Gemini-powered in-car AI assistant, per findings from a 1,200-line system prompt. The assistant can answer general knowledge questions, control certain in-cabin features, and more.

Here is the full list of the biotech and pharma Startup Battlefield 200 selectees, along with a note on what made us select them for the competition.

GitHub has disabled Rockchip's Media Process Platform repository after an FFmpeg developer filed a DMCA takedown notice, nearly two years after the open-source project first publicly accused the Chinese chipmaker of license violations. The notice, filed December 18, claims Rockchip copied thousands of lines of code from FFmpeg's libavcodec library -- including decoders for H.265, AV1, and VP9 formats -- stripped the original copyright notices, falsely claimed authorship and redistributed the code under Apache's permissive license rather than the original LGPL. FFmpeg first called out Rockchip in February 2024 for "blatantly copy and pasting FFmpeg code" into its driver, but the chipmaker's …

Two years after generative AI was supposed to render India's $250 billion IT services industry obsolete, the sector is finding that enterprises still need someone to handle the unglamorous plumbing work that large-scale AI deployment demands. Less than 15% of organizations are meaningfully deploying the new technology, according to investment bank UBS, and Indian IT firms are positioning themselves to capture the preparatory work -- data cleanup, cloud migration, system integration -- that channel checks suggest could take two to three years before enterprise-wide AI becomes feasible. The financials have held up better than the doomsday predictions suggested. Infosys now calls AI-led volume…

While stock investors have pushed AI-related shares to repeated highs this year, debt markets are telling a more cautious story as newer AI infrastructure companies find themselves paying significantly elevated interest rates to borrow money. Applied Digital, a data center builder, sold $2.35 billion of debt in November at a 9.25% coupon -- roughly 3.75% above similarly rated companies, or about 70% more in interest costs. The pattern has repeated across several deals. Wulf Compute, a subsidiary of Bitcoin-miner-turned-data-center-operator Terawulf, raised $3.2 billion in mid-October at 7.75%, well above the 5.5% average yield for similarly rated issuers. Cipher Compute sold $1.7 billion in…

While America's largest corporations are riding a wave of surging profits and AI-fueled stock market enthusiasm to record highs, small businesses across the country are cutting staff and scaling back operations as years of high inflation, cautious consumers and tariff confusion take their toll. Private firms with fewer than 50 workers have steadily shed jobs over the past six months, according to payroll processor ADP, cutting 120,000 positions in November alone. Midsize and large firms continued adding jobs during the same period. The divergence mirrors what's happening among American consumers. The Federal Reserve's latest beige book noted that overall consumer spending declined further e…

Western carmakers retreating from electric vehicles amid softening government mandates could find themselves in a precarious position as Chinese rivals continue gaining ground in the EV market they're choosing to de-prioritize. The EU on December 16th dropped its earlier plan to ban petrol car sales outright from 2035, instead requiring carmakers to cut emissions from new vehicles by 90% from 2021 levels. The day before, Ford announced a $19.5 billion asset writedown as it rethinks its EV strategy and ends sales of the all-electric F-150 pickup. In the U.S., the Trump administration has rolled back incentives and other measures that supported EVs. But Chinese brands controlled 10.7% of the …

The global smartphone and PC markets face potential contractions of up to 5.2% and 8.9% respectively in 2026, according to downside risk scenarios from IDC that trace the problem to memory chip manufacturers shifting production capacity away from consumer electronics toward AI data centers. Samsung Electronics, SK Hynix and Micron Technology have pivoted their limited cleanroom space toward high-bandwidth memory for AI servers, restricting supply of the conventional DRAM and NAND used in phones and laptops. IDC expects 2026 DRAM supply growth to hit 16% year-on-year, below historical norms. The smartphone industry's decade-long trend of bringing flagship features to affordable devices is re…

An anonymous reader shares a report: China on Friday launched three venture capital funds to invest in "hard technology" areas, state broadcaster CCTV reported. The capital contribution plans for the funds have been finalised, each with more than 50 billion yuan ($7.14 billion), according to the report. The funds will primarily invest in early-stage startups and the targets should be valued at less than 500 million yuan, an official said on Friday, adding that no single investment would amount to more than 50 million yuan. Read more of this story at Slashdot.

The relentless climb in memory prices driven by the AI boom's insatiable demand for datacenter hardware has renewed an old debate about whether modern software has grown inexcusably fat, a column by the Register argues. The piece points to Windows Task Manager as a case study: the current executable occupies 6MB on disk and demands nearly 70MB of RAM just to display system information, compared to the original's 85KB footprint. "Its successor is not orders of magnitude more functional," the column notes. The author draws a parallel to the 1970s fuel crisis, when energy shortages spurred efficiency gains, and argues that today's memory crunch could force similar discipline. "Developers shoul…

Michael Truell, the 25-year-old CEO and cofounder of Cursor, is drawing a sharp distinction between careful AI-assisted development and the more hands-off approach commonly known as "vibe coding." Speaking at a conference, Truell described vibe coding as a method where users "close your eyes and you don't look at the code at all and you just ask the AI to go build the thing for you." He compared it to constructing a house by putting up four walls and a roof without understanding the underlying wiring or floorboards. The approach might work for quickly mocking up a game or website, but more advanced projects face real risks. "If you close your eyes and you don't look at the code and you have…

Apple's Developer Academy in Detroit has spent roughly $30 million over four years training hundreds of people to build iPhone apps, but not everyone lands coding jobs right away, according to a WIRED story published this week. The program launched in 2021 as part of Apple's $200 million response to the Black Lives Matter protests and costs an estimated $20,000 per student -- nearly twice what state and local governments budget for community colleges. About 600 students have completed the 10-month course at Michigan State University. Academy officials say 71% of graduates from the past two years found full-time jobs across various industries. The program provides iPhones, MacBooks and stipe…

Google appears to be testing a feature that would let users change their @gmail.com address for the first time, according to an official support document. The support page exists only in Hindi, suggesting an India-first rollout, and Google notes that users will "gradually begin to see this option." The feature would let users switch to a new @gmail address while retaining full access to their old one, effectively giving a single account two working email addresses. Emails sent to either address would arrive in the same inbox, and existing data in Drive and Photos would remain unaffected. Users who switch cannot register another new address for 12 months. Google has not officially announced …

Apple has agreed to a settlement with Brazil's antitrust regulator that will require the company to allow third-party app stores on iPhones and permit developers to direct users to external payment options, marking another country where Apple's tightly controlled App Store model is being pried open by government action. Brazil's Administrative Council of Economic Defense approved the settlement this week, resolving an investigation that began in 2022 into whether Apple's restrictions on app distribution and payments limited competition. Under the new rules, developers can offer third-party payment methods within their apps alongside Apple's own system. The fee structure varies: purchases th…

An anonymous reader shares a report: A typosquatted domain impersonating the Microsoft Activation Scripts (MAS) tool was used to distribute malicious PowerShell scripts that infect Windows systems with the 'Cosmali Loader'. BleepingComputer has found that multiple MAS users began reporting on Reddit yesterday that they received pop-up warnings on their systems about a Cosmali Loader infection. Based on the reports, attackers have set up a look-alike domain, "get[dot]activate[dot]win," which closely resembles the legitimate one listed in the official MAS activation instructions, "get[dot]activated[dot]win." Given that the difference between the two is a single character ("d"), the attackers …

Goldman Sachs analysts have identified a notable shift in how investors respond to corporate layoff announcements, finding that even job cuts attributed to automation and AI-driven restructuring are now causing stock prices to fall rather than rise. The investment bank linked recent layoff announcements to public companies' earnings reports and stock market data, concluding that stocks dropped by an average of 2% following such announcements, and companies citing restructurings faced even harsher punishment. The traditional Wall Street playbook held that layoffs tied to strategic restructuring would boost stock prices, while cuts driven by declining sales would hurt them. That distinction a…

An anonymous reader shares a report: Chinese social media users criticized two key government policies, rare signs of public dissent in the country where the internet is heavily censored. The death of the former head of China's one-child policy agency -- which for decades forced women to carry out abortions and sterilizations -- sparked criticism of the demographic effort, with one netizen lamenting the "children who were lost." Others, meanwhile, criticized Beijing's leadership over its ongoing row with Tokyo, sparked by Japanese Prime Minister Sanae Takaichi saying her country could intervene to defend Taiwan in a potential Chinese attack on the self-ruled island, which Beijing claims as …

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

The most popular and most important posts on Stratechery in 2025.

In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

Искатели кайфов, дрейф на рейв, парусить вокруг торнадо, высадка на необитаемый остров

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

We are in an AI Bubble: the big question is if this bubble will worth it for the physical infrastructure and coordinated innovation that result?

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Decreasing transportation and communications costs increases resiliency in theory, but destroys it in practice. The only way to have resiliency is through less efficiency.

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

OpenAI is making a play to be the Windows of AI: the all-encompassing platform that controls both hardware supplier and software developers.

Sora is going viral, suggesting there is a big opportunity in unlocking creativity. If that's true, that's good for humanity — and bad for Meta.

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I've come to appreciate Google's amorphous nature; what makes me bullish is the clarity of YouTube's AI opportunity.

I see new learners asking about “DSA” a lot. Data Structures and Algorithms

are of course important: considered broadly, they are the two ingredients that

make up all programs. But in my opinion, “DSA” as an abstract field of study

is over-emphasized.I understand why people focus on DSA: it’s a concrete thing to learn about,

there are web sites devoted to testing you on it, and most importantly, because

job interviews often involve DSA coding questions.Before I get to other opinions, let me make clear that anything you can do to

help you get a job is a good thing to do. If grinding

leetcode will land you a position, then do it.But I hope companies hiring entry-level engineers aren’t asking …

Анонс еще одного продукта, на этот раз для работы

Это приложение для голосовалок по картинкам (или видосам). Бывает, что нужно показать несколько вариантов и провести, так сказать, юикс ресерч. Знаю, как это решаю сам: почта, телеграм, эмодзи под сообщениями в чате. Собирать гуглдок не будешь, а без него агрегировать результаты — пытка. Я сделал сервис.

Что можно: Закинуть несколько картинок или видео в голосовалку.

Дать людям проголосовать и через некоторое время посмотреть результаты.

Есть плагин для фигмы, чтобы загружать картинки прямиком из фигмы.

Если хотите, можно не публиковать голосовалку ленту, доступ будет только по прямой ссылке.

Можно включить уведомления в чат (пока поддержива…

Apple's iPhone announcement was impressive, but no one was impressed, because Apple is increasingly peripheral to what is changing the world.

Я вижу много хайпа в попытках сделать более специализированное решение для дизайнеров, дата-саентистов, писателей, фронтов, бекендеров. Не ходите туда.

На днях увидел про курсор для дизайнеров, onlook.com. Несколько часов оно провисело на промте и потом сломалось. Ну окей.

На первый взгляд специлизированные тулы выглядят перспективно, они удобнее, лучше учитывают задачи конкретно вас. Возьмем тот же Фигма Мейк, болт, лавабл, реплит. Ощущение, когда ты написал промт и получил не кусок кода, а живой сервис — магическое. Первый раз это поражает. Я на 100% с вами согласен. Но потом инструмент начнет очень-очень жать. Захотите чуть отойти в сторону — все начнет ломаться и жать. Захотите написать…

Как арендовать страну, позвонить президенту, сделать пиратское радио и захватить собственный остров

Будучи ребёнком, я на эти курьёзы особенно не обращал внимания. Мама регулярно готовила бигос, но почему-то никогда так его не называла. Мы точно никогда не жили, как польская семья. До меня донеслось лишь эхо семейной истории, в которой там кто-то куда-то ехал, был сослан, работал много... Всё это было два или три поколения назад, я особо не разбирался, где-то в тайге кто-то жил, потом перестал жить, истории предков никогда не занимали моё воображение так, как будоражили его, скажем, романы Герберта Уэллса.

Почему раньше полезный контент работал, а сейчас нет?

This is my second batch of rejected New Yorker comicsView on my website

The best Stratechery content from the week of August 25, 2025, including the U.S. getting into the chip business, KPop Demon Hunters and the Netflix machine, and China's plan for AI chips.

Навайбкодил себе проект, вдруг кому будет полезен Зачем нужен

В рецептах обычно указывают количество ингредиентов на Х порций, а приготовить нужно на Y. В этих случаях приходится пересчитывать все ингредиенты рецепта, сохраняя пропорции.

Для этого дизайн-директор Злых Марсиан Рома Шамин написал приложение Recipe scaler. Мне не хватало в нем текста описания, чтобы вставить сам рецепт, а ждать обновлений как будто не приходится. Я написал для себя свое другое.

recipe-scaler.ru

Что я посчитал нужным добавить: Текст описания. Если в нем разметить ингредиенты, то будет актуальный рецепт на нужные пропорции

Десктоп-версию. Бывает, что удобнее записать рецепт с компьютера, особенно если нужно скоп…

Candid by Candace LabsA privacy-focused browser extension that intelligently rewrites your email drafts using AI.

Works with Gmail and Outlook 365, supports any OpenAI-compatible API (including local models), and processes everything locally in your browser.

Ollama (localhost:11434) - CPU or GPU:# Start Ollama with OpenAI compatibility ollama serve # Pull a small, fast model (runs on CPU!)

│ │ ├─ LM Studio (any local model) │ │ └─ Other providers (Anthropic, Groq, etc.)

The extension reads this entire content, so the AI always has full conversation context without any special extraction logic.

Occlusion thresholdHow much text must be hidden to flag it.

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I've been in the IT space my whole life (professionally about 20 years) and the number one thing I still find to be incredibly relevant is IT people not being able to communicate with non-IT savvy individuals. I watch it happen everyday, the blank stares, the frustrated sighs etc. I'm looking to start a blog that tries to address the common problems that users face, things they may not know etc. As an example, the number of people without a backup of their computer is staggering. Computers have become so reliable, backups are an afterthought; and unfortunatelythat thought is always after a problem. I've just briefly started the page, located here -- ESL Tech Would love some feedback on the …

Predict crowd congestion before it happens Discussion | Link

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У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

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Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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«Магнит» договорился о покупке контрольного пакета в сети «Азбука вкуса». В сделку вошли магазины «Азбука вкуса» в Москве и Петербурге, пять фабрик-кухонь и три распределительных центра. Условия сделки не раскрываются. По оценке опрошенных РБК экспертов, стоимость контрольного пакета «Азбуки вкуса» может составлять 35—40 млрд рублей.

Совет директоров ВТБ рекомендовал направить на годовые дивиденды 25,58 ₽ на акцию. Такая выплата дает доходность больше 20%. Но сможет ли компания позволить себе это? Оцениваем риски накануне собрания акционеров.

Belgium-based predictive maintenance company I-care has announced the completion of a €20 million fundraising and refinancing operation conducted as a round reserved for existing shareholders and employees. With this transaction, the company has hit unicorn status. According to I-care, this fundraising is the first step in a three-phase development plan. Following the “Eau Rouge” operation […]

The post I-care becomes Belgium’s newest unicorn after closing €20M fundraising and refinancing round appeared first on EU-Startups.

Stowlog, a SaaS platform developed by Castellón-based technology consulting firm Estudio Cactus, has closed a €1 million investment round to accelerate the digitisation of safety and security processes across port logistics operations. The round was led by Draper B1, a venture capital fund affiliated with the Draper Venture Network, with participation from First Drop and the […]

The post Spanish SaaS platform Stowlog raises €1M to drive the digitisation of safety and security in port logistics appeared first on EU-Startups.

Maastricht-based cultivated meat startup Mosa Meat has secured an additional €15 million in funding to fuel its next phase of regulatory market approvals and first significant revenue generation. This financing round was supported by Invest-NL (backed by a guarantee from InvestEU), LIOF, PHW Group, and Jitse Groen, founder and CEO of Just Eat Takeaway.com. Victor […]

The post As Meatable shuts down, Dutch-based Mosa Meat lands €15M and achieves 99.999% cost cut from its €250k first burger appeared first on EU-Startups.

Editor’s Note: This post was created in collaboration with and with financial support from EIT Food. On 25 November, the Demo Day of the Empowering Women in Agrifood (EWA) programme took place in the PKO Rotunda in Warsaw, an initiative that supports women entrepreneurs working to create a more sustainable and innovative food system. Now in its […]

The post Empowering Women in Agrifood 2025: Interview with Nina Bazela founder of Antyszpak appeared first on EU-Startups.

ScrubMarine, a UK-based startup developing subsea robotics and data systems for inspection and maintenance, has closed its €849k ($1 million) pre-Seed round to accelerate engineering, expand its team, and move into the next phase. PXN Ventures North Of England, SFC Capital, and strategic angel investors Colin Greene and Graham Westgarth supported the round. According to […]

The post UK-based ScrubMarine raises €849k to scrub out risky legacy processes in subsea operations with robots appeared first on EU-Startups.

A new report published by the European Commission and the StepUp StartUps Consortium outlines how Europe is entering a critical phase in which the ability to integrate AI across civilian and defense innovation ecosystems will determine both technological competitiveness and strategic autonomy. AI is becoming central to Europe’s dual-use technologies, with the European startup and […]

The post New report highlights the importance of AI-enabled dual-use tech and the role of the EU’s startup ecosystem appeared first on EU-Startups.

Ghent-based FoodTech startup Those Vegan Cowboys has secured €6.25 million in its first funding round to accelerate the development of its cow-free casein, a vital dairy protein made using precision fermentation – with plans to launch a crowdfunding campaign in the coming months. The funding round was led by Pieter Geelen, co-founder of navigation giant […]

The post Cow-free dairy startup Those Vegan Cowboys closes €6.25 million funding round as it eyes crowdfunding campaign appeared first on EU-Startups.

Quakenbrück-based BIOWEG, in partnership with Technische Universität Berlin (TU Berlin), has secured €1.5 million to support the development of its waste-to-value platform tech for water-based Rare Earth Element (REE) recovery. The funding comes from SPRIND, Germany’s Federal Agency for Disruptive Innovation, as part of the Tech Metal Transformation Challenge; the aim of which is to […]

The post German BioTech startup BIOWEG raises €1.5 million to turn industrial waste into valuable metals appeared first on EU-Startups.

Akka, a Spanish FinTech company that allows anyone to invest in high-potential technology startups through a private investment club, has reached almost €9 million invested this year, and more than €11 million in its 20 months of operation. During this time, the company has reportedly become the largest private investment club in the country and […]

The post Making startup investing accessible, Madrid’s Akka channeled near €9 million into tech companies in 2025 appeared first on EU-Startups.

Editor’s Note: This post was created in collaboration with and with financial support from EIT Food. On 20 November 2025 concluded the six-month Empowering Women in Agrifood (EWA) programme concluded with Demo Day in North Macedonia. The event showcased the innovative ideas of women entrepreneurs who received support, training, mentorship, and financial backing to develop their agrifood […]

The post Empowering Women in Agrifood 2025: Interview with Nadica Desanova Co-founder of MIMIC TECH appeared first on EU-Startups.

Jyväskylä-based startup Aisti has secured €20 million loan from the European Investment Bank (EIB) to expand production of its bio-based noise-reducing tiles for buildings. The financing will support Aisti’s factory expansion in Kitee, a rural city in Eastern Finland. The loan will also be used for research and development to further enhance its product offering. […]

The post ‘Quietly’ scaling up: Finland’s Aisti secures €20 million EIB loan to accelerate bio-based acoustic tile production appeared first on EU-Startups.

Netherlands-based Meatable, a startup specialising in cultivated meat technology, is winding down operations. The decision was announced by Agronomics, a key stakeholder in the company, on Friday, 19 December. It noted that Meatable was unable to secure funding. “Throughout 2025, Meatable has been subject to a variety of foreseeable and unforeseeable risks and uncertainties, which […]

The post Dutch cultivated meat startup Meatable to shut down operations after failing to secure funding appeared first on EU-Startups.

Nodu, a London-based stablecoin infrastructure startup making digital assets work within traditional finance, has closed a €1.25 million pre-Seed round to broaden its global coverage and grow its team. The round was led by Digital Space Ventures, a Luxembourg-based venture capital firm and the early investor behind Revolut and PaySend. “The world is shifting toward […]

The post European rival to Zerohash and Bridge, Nodu raises €1.25 million pre-Seed led by early Revolut investor appeared first on EU-Startups.

European agritech demonstrated measured resilience and strategic maturity amid a still-cautious investment climate.

Rather than broad, hype-driven expansion, the sector showed clear signs of consolidation, technical depth, and stronger alignment with real on-farm and food-system needs.

More attention went to areas tied to efficiency and sustainability, using fewer inputs, improving animal and crop performance, and strengthening resilience to climate and cost pressures.

Indoor and controlled-environment growing continued to develop, but with a stronger focus on energy use, automation, and making the economics work.

The following are the ten largest funding rounds in the European agritech ind…

Richard Davies, the CEO of UK fintech Allica Bank, said he likes to hunt out the increasingly rare sight of physical bank branches.

What is Allica Bank?

Davies also does his bit for the UK fintech industry, being a member of the UK unicorn council and a stalwart at fintech conferences.

UK not "good jurisdiction" to IPOThere has been much chatter this year about whether London has lost its lustre as Europe’s fintech capital.

The market needs a variety of players and SME lending is still flat.

The firm invests broadly across sectors, from the future of compute to industrial and manufacturing applications.

“That’s where we like to help as a transatlantic fund.”Another area where Europe consistently excels is climate software, particularly in energy management and grid orchestration.

“But on the software side, it’s almost the reverse: probably eight or nine were European.”He attributes this to Europe’s more complex and heavily regulated energy markets, which create fertile ground for sophisticated software solutions.

“Orchestrating huge numbers of connected devices — smart meters, heat pumps, storage systems — to balance the grid is something European companies are particularly str…

Last week, we tracked more than 75 tech funding deals worth over €1.3 billion, and over 15 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The top three industries that raised the most were software (€510.9 million), energy (€116.1 million), and security (€106.8 million).

Regionally, 🇸🇪 Sweden took first place (€350.9 million), followed by the 🇬🇧 UK (€262.5 million) and 🇨🇭 Switzerland (€201.5 million).

Danish software company Omnidocs has acquired a majority stake in officeatwork, a Switzerland-based provider of document creation solutions with a strong foothold in the DACH region.

Omnidocs is a document generation and automation solutions company focused on enhancing productivity, compliance, and quality across critical sectors such as public services, financial services, and legal firms.

With more than 500 customers and a solid presence in Switzerland, as well as growing international revenues from Germany, the Netherlands, and the United States, officeatwork represents a strong strategic fit with Omnidocs.

This is supported by a strong international presence in the Benelux through the …

This week, we tracked more than 75 tech funding deals worth over €1.3 billion and over 15 exits, M&A transactions, rumours, and related news stories across Europe.

In addition to this week's top financials, we've also indexed the most important/industry-related news items you need to know about.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

As next week is a very short week before the festival season, it's a Merry Christmas and happy holidays for those who celebrate from all of us at Tech.eu.

We won't be doing a round-up next week, but we still have some great stories coming out up until th…

Stablecoin infrastructure startup Nodu has closed a $1.45 million pre-seed round led by Digital Space Ventures.

Nodu is a London-based stablecoin infrastructure startup with Latvian roots, founded in 2025 by Alex Novozhenov (CEO), Vladislav Nikolayev (CTO), and Daria Dubinina, the team behind the fintech platform Crassula.

Nodu provides banks, fintechs, and businesses with a ready-to-use global compliance and payments framework for stablecoins, enabling them to launch services without building infrastructure internally.

The platform supports sending, receiving, and holding stablecoins, with compliance and reporting handled automatically.

Following the new funding, Nodu plans to expand its g…

StretchSense, a wearable technology company that develops data capture gloves, has secured $2.3 million in funding led by PXN Ventures, with support from Scottish Enterprise.

Founded in 2012, StretchSense specialises in advanced motion capture gloves designed to connect human movement with digital environments.

StretchSense’s product portfolio includes XR training gloves for immersive learning and simulation, gaming and streaming gloves for intuitive interaction, and professional motion capture gloves for animation and virtual production.

Its gloves, developed through over a decade of hand data capture research, support realistic training experiences that encourage muscle memory development…

Swiss-based Neural Concept has raised a $100 million Series C round led by Growth Equity at Goldman Sachs Alternatives, with participation from existing investors Forestay Capital, Alven, HTGF, D.E.

Founded in 2019 and spun out of EPFL in Lausanne, Neural Concept develops an AI-focused engineering platform for product development.

The company embeds AI into design and simulation workflows to help engineering teams accelerate development and improve product performance across efficiency, safety, and sustainability.

(You can check out our earlier interview with Pierre Baqué, CEO and co-founder, on how the company’s 3D AI platform is being used to reshape engineering workflows at OEMs.)

Neural…

Stockholm-based Endra, an AI-powered mechanical, electrical, and plumbing (MEP) platform, has closed a $20 million seed round led by Notion Capital, with participation from existing investor Norrsken VC.

As project volumes and requirements increase, engineering teams are looking for ways to reduce design time and manual work.

Endra’s AI-based platform is intended to reduce these bottlenecks by replacing prolonged manual MEP design work with an automated, end-to-end workflow.

This seed round helps us accelerate that mission.

The seed round follows a €3 million pre-seed completed in May 2025 and will be used to support Endra’s next phase of growth, including expanding into additional countrie…

Lovable has raised $330 million in Series B funding at a $6.6 billion valuation, led by CapitalG and Menlo Ventures' Anthology fund.

They’re joined by Khosla Ventures, DST Global, EQT Growth, Kinship Ventures, and returning investors Accel, Creandum, and Evantic, among others.

Jaleel and Hussein quit their jobs with 60 days to make money, built QuickTables on Lovable, and are now making over $100K/year.

Brickwise got into Y Combinator and secured $500K to help tenants and landlords solve property management issues — built on Lovable.

According to Laela Sturdy, Managing Partner at CapitalG:"Lovable has done something rare: built a product that enterprises and founders both love.

According to Kalesse, in Spain, for example, women of childbearing age are broadly excluded from clinical trials.

Recruitment typically accounts for around 40 per cent of a clinical trial’s total cost.

Instead of browsing endless listings or swiping like a dating app, users receive notifications when a clinical trial is suitable for them.

Clinical trials aren’t only for the illFurther, clinical trials aren’t only for people who are ill.

TrialMe is betting that rebuilding clinical research around real populations — not theoretical defaults — is how that gap finally closes.

Enlightra, a deeptech startup developing chip-scale multiwavelength lasers for next-generation data transmission, has raised a total of $15 million.

As AI clusters and data centres scale, these limitations are becoming more pronounced.

Our technology enables AI clusters and data centres to scale more efficiently by decoupling performance growth from energy and cost increases.

The company has developed 8- and 16-channel lasers aligned with customer requirements for AI chip interconnects and reports error-free data transmission at target speeds and power levels.

Its scalable comb-laser platform could power future optical links across entire data centres, subsea cables, and even chip-to-memory…

Italian-based Exein, a company focused on embedded cybersecurity for connected devices, has secured €100 million in new funding, following its €70 million Series C round in July 2025.

The round is led by Blue Cloud Ventures, with participation from HV Capital, Intrepid Growth Partners, Geodesic Capital, and J.P. Morgan.

As cyberattacks increasingly affect physical infrastructure, disrupting hospitals and airports, interrupting transport systems, and compromising supply chains, manufacturers are placing greater emphasis on security embedded directly into devices, rather than relying primarily on perimeter-based defences.

Exein’s platform integrates AI-enabled runtime security into firmware, …

In the first half of 2025, European deeptech is characterised by a strong emphasis on engineering, a focus on climate and industrial applications, and an increasing concentration on hardware-based solutions.

The landscape is dominated by technologies that require long R&D cycles, specialised talent, and close ties to labs, pilot customers, and regulated markets, yet many ventures are clearly moving from prototype into industrialisation and early-scale deployment.

A lot of effort is going into making core systems cleaner and more efficient, like energy, materials, and infrastructure that sit underneath everything else.

At the same time, there is a growing focus on technologies that improve h…

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]

This week on StrictlyVC Download, Strictly VC’s Alex Gove speaks with Eric Slesinger from 201 Ventures, a firm focused on seed-stage defense tech startups in Europe. They discuss Slesinger’s journey from CIA to investor and how he recognized the untapped potential in European defense tech while others were dismissive. They also chat about how he’s […]