Einlang, a math-intuitive language with lots of good stuff
Einstein notation with @loss/@x autodiff syntax beats switching to separate JAX APIs.
๐ is an experimental tensor computation language with declarative semantics, explicit scheduling, and an extremely tiny surface area.
Three-concept scheduling model targeting FlashAttention, but generated code isn't performant yet.
ML infrastructure engineers and compiler researchers
TVM ยท Halide ยท Triton
Einstein notation with @loss/@x autodiff syntax beats switching to separate JAX APIs.
Self-hosting systems language without LLVM, but 4x slower than C currently.
Compile-time tensor shape checking beats PyTorch's runtime dimension errors.
New security DSL with built-in recon primitives, but Python already does this.
Safety-first language with explicit Stop-The-World GC and no inheritance โ ambitious constraints.
Language-level LLM primitives (infer, confidence routing) beat Python/TS framework soup.