Show HN: 80s computing era meets small local decision models

Category: devtools

Tags: stack-machine, llm, virtual-machine, deterministic-execution, rust

Score: 6.0/10 (Innovation: 7, Technical: 6, Documentation: 7, Utility: 4)

Amber-8 is a minimalist stack-based virtual machine that treats a local language model as a sensor, converting unstructured text into numeric values and confidence scores on the stack. It aims to separate probabilistic judgment from deterministic control flow, enabling auditable and testable programs that leverage LLMs without sacrificing predictability. The project draws inspiration from 8-bit computing and Forth, offering tiny bytecode binaries and a simple yet novel approach to hybrid LLM-programming.

Target audience: backend developers, systems programmers, AI engineers, researchers

Repository: https://github.com/HuyNguyenAu/amber-8 · Rust · 2 stars

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