ShellTalk brings deterministic text-to-bash

What it does

Mapping natural language to Bash commands deterministically with a Swift CLI called ShellTalk

I recently released ShellTalk , an Apache 2.0 licensed CLI and library that converts natural language English text into the Bash commands. shelltalk "find all images in this folder" find . -type f \( \ -name '*.jpg' -o \ -name '*.jpeg' -o \ -name '*.png' -o \ -name '*.gif' -o \ -name '*.webp' -o \ -name '*.svg' \ \) While building Junco , I discovered Hunch , an on-device CLI that uses Apple Intelligence and few-shot dynamic retrieval to convert text to bash. The concept was fascinating, and proved that even a small non-coding model like the 3B Apple Foundation Model (AFM), with guardrails, is capable of producing valid Bash scripts from natural language input. Using the AFM is…from barrasso.me

In the maker’s words, at launch

Hi HN! I built a CLI tool called ShellTalk for macOS, Linux, and web (WebAssembly) that maps English text to the corresponding Bash commands. ShellTalk is written in Swift and available under the Apache 2.0 license on GitHub. I was inspired a few weeks ago after reading the Meta-Harness paper and seeing a tool called…

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