Real AI agent use cases, with sources and setup prompts

Add a hook that warns before Claude Code burns your usage window

After using up his whole usage window in minutes several times, he built a Claude Code hook that checks before each send whether the cache has expired and the context is large, suggests compacting first, and blocks new subagents above 80% usage.

$17/mo1 hrIntermediateSource linked

Source

zzyyxx332211 on Hacker News · 2026-10-22

Written in our own words. Credit to the original author. Link checked 2026-10-23.

What they did

After using up his whole usage window in minutes several times, he built a Claude Code hook that checks before each send whether the cache has expired and the context is large, suggests compacting first, and blocks new subagents above 80% usage.

Result (as claimed)

He's run it for 75 days and stays in control of his limits.

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. 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: Add a hook that warns before Claude Code burns your usage window
What the original author did: After using up his whole usage window in minutes several times, he built a Claude Code hook that checks before each send whether the cache has expired and the context is large, suggests compacting first, and blocks new subagents above 80% usage.
Reported result (as claimed by the author): He's run it for 75 days and stays in control of his limits.
Source: https://news.ycombinator.com/item?id=50199109
Tools they used: Claude Code
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.

The Daily 5

Get five new use cases tomorrow morning

Free. Real sources. Unsubscribe any time.

Guides for this use case

How to cut AI coding agent costs and token use · How to vibe code an app with Claude Code · How to run multiple coding agents together

Related use cases