JAX

Vibe Coding Is Not a Hack. It’s the End of Systems Engineering as We Know It.

A solo developer vibe-coded a 20,000-line Metal backend for JAX, achieving 98.4% test pass rate and 10x performance. This proves that AI has commoditized low-level systems engineering. The bottleneck is no longer implementation — it’s specification, architecture, and testing. Developers who rely on writing code need to rethink their value.

Stop Building Networks With Branches. Try This Instead.

Every network control plane you’ve ever built is full of branches — if-statements, switch cases, decision forks. A new JAX project called Fluidic Network Grid says that’s the problem, not the solution. By reimagining the control plane as a continuous, differentiable flow rather than a tangle of discrete switches, it applies the same insight that revolutionized deep learning to network architecture. The question isn’t whether networks can be branchless. It’s whether we’ve been wrong to build them any other way.