Eshkol is R7RS Scheme compiled to native code via LLVM 21, with automatic differentiation as a compiler primitive and a 22-builtin neuro-symbolic stack. v1.3.0-evolve ships the Self-Differentiating Neural Computer constructive proof: a six-layer transformer that is bit-identical to a bounded 83-instruction bytecode VM.