Real AI agent use cases, with sources and setup prompts

Build a local voice-to-text app with Claude Code

Matt Hartman used Claude Code to research local speech-to-text models on Hugging Face and build Ghost Pepper, an open-source dictation app that runs on your own computer so you do not pay per transcription.

$17/moDaysIntermediateSource linked

Source

@every on X · 2026-10-19

Written in our own words. Credit to the original author. Link checked 2026-10-21.

What they did

Matt Hartman used Claude Code to research local speech-to-text models on Hugging Face and build Ghost Pepper, an open-source dictation app that runs on your own computer so you do not pay per transcription.

Result (as claimed)

His first Hacker News post reached No. 1.

Tools they used

Cost: Claude Code: from $17/mo.

Set it up

  1. Pick a contained repo or task

    Start on a branch or side project where mistakes are cheap.

  2. Install and configure

    Set up Claude Code, Hugging Face. Read what it can run on your machine and limit permissions where possible.

  3. Run it on a real task

    Give it a well-scoped issue and let it work. Review the diff like any pull request.

  4. Add guardrails

    Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Build a local voice-to-text app with Claude Code
What the original author did: Matt Hartman used Claude Code to research local speech-to-text models on Hugging Face and build Ghost Pepper, an open-source dictation app that runs on your own computer so you do not pay per transcription.
Reported result (as claimed by the author): His first Hacker News post reached No. 1.
Source: https://x.com/every/status/2112286800840642942
Tools they used: Claude Code, Hugging Face
Category: Dev & ops

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to control Claude Code and Codex by voice ยท How to vibe code an app with Claude Code

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