Real AI agent use cases, with sources and setup prompts

Control your Mac with gestures from a Meta Neural Band

The author had Astra take over a 10-month-old proof-of-concept repo that reads sEMG data off the Meta Neural Band, then turned it into Kinesis: swipe between desktops, open Mission Control and turn a virtual volume knob with finger gestures.

$10 in / $50 out per 1M tokens1 dayAdvancedSource linked

Source

callbacked on Hacker News · 2026-09-14 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-16.

What they did

The author had Astra take over a 10-month-old proof-of-concept repo that reads sEMG data off the Meta Neural Band, then turned it into Kinesis: swipe between desktops, open Mission Control and turn a virtual volume knob with finger gestures.

Result (as claimed)

Open source on GitHub; 122 points on Show HN.

Tools they used

GPT-6 Astra

Cost: GPT-6 Astra: from $10 in / $50 out per 1M tokens.

Set it up

  1. Write a one-page brief

    Describe the app in plain words: who it is for, the 3 core screens or actions, and what "done" looks like.

  2. Start the project with your agent

    Open GPT-6 Astra and paste the brief. Ask it to propose a stack and a file plan before writing code.

  3. Build one slice at a time

    Ship the smallest working flow first, run it, then add features one by one. Commit after each working step.

  4. Test it like a user

    Click through on desktop and phone. Ask the agent to add basic tests and fix anything that breaks.

  5. Check security and ship

    Keep keys in environment variables, check auth and database rules, then deploy and share the link.

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: Control your Mac with gestures from a Meta Neural Band
What the original author did: The author had Astra take over a 10-month-old proof-of-concept repo that reads sEMG data off the Meta Neural Band, then turned it into Kinesis: swipe between desktops, open Mission Control and turn a virtual volume knob with finger gestures.
Reported result (as claimed by the author): Open source on GitHub; 122 points on Show HN.
Source: https://news.ycombinator.com/item?id=49695408
Tools they used: GPT-6 Astra
Category: Vibe coding & apps

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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