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Give Me 10 Mins and I'll Save You Millions of Claude Tokens

Name: Give Me 10 Mins and I'll Save You Millions of Claude Tokens
Uploaded: 2026-06-16T14:09:47.334Z
Duration: 10 min 43 s
Channel: Nate Herk
Description: Video about Claude's prompt caching feature for AI token cost savings. Covers cache mechanics, practical tips to minimize token consumption, and common mistakes that reset the cache.

Nate Herk16 June 2026Watch on YouTube

Part of series

Ep. 1 · Claude token-gebruik optimaliseren

Technische handleidingen voor het drastisch verminderen van tokenverbruik bij Claude via de RTK-plugin en slim contextbeheer.

View the series

Description

My FREE AI OS Course: https://www.skool.com/ai-automation-society/about?el=claude-prompt-caching&hcategory=youtube-videos&utm_campaign=free-group Full courses + unlimited support: https://www.skool.com/ai-automation-society-plus/about?el=claude-prompt-caching&hcategory=youtube-videos&utm_campaign=ais-plus Apply for my YT podcast: https://podcast.nateherk.com/apply Work with me: https://uppitai.com/ My Tools💻 FREE MONTH voice to text: https://get.glaido.com/nate Code NATEHERK for 10% off VPS (annual plan): https://www.hostinger.com/vps/claude-code-hosting Thariq's article: https://x.com/trq212/status/2024574133011673516?s=20 Prompt caching is the reason Claude Code can save you 300M+ tokens a week without you doing anything. In this video I break down the 80/20: what caching actually costs, the small habits that protect your session limits, and the few things that quietly reset the cache. The free token dashboard and session handoff skill are in my school community. Sponsorship Inquiries: 📧 nate@smoothmedia.co Connect with me: https://www.linkedin.com/in/nateherkelman/ https://x.com/nateherk https://www.instagram.com/nateherk/ TIMESTAMPS 0:00 91 Million Tokens Saved 0:32 What Caching Actually Costs 1:14 Why Anthropic Cares About Hit Rate 2:16 How the Cache Grows Each Turn 5:00 Cache TTL Confusion 6:14 Three Habits to Stop Burning Tokens 7:43 What Breaks the Cache 9:15 Free Token Dashboard 10:05 Final Thoughts

What you'll learn

Prompt caching with Claude can deliver significant token savings without requiring user action.
The cache grows with each turn and serves as a mechanism to reduce costs by reusing repetitive content.
Certain actions unexpectedly break the cache (such as changing system prompts), resulting in full token consumption again.
Simple habits protect your session limit and maximize cache efficiency.
Understanding cache TTL and caching costs helps you better manage token consumption.

Frequently asked questions

How does prompt caching work and what savings can you expect?

Prompt caching stores repetitive content so it doesn't need to be processed again. According to the video, Claude Code can save over 300 million tokens per week with this feature without user intervention.

What actions unexpectedly break the cache and waste tokens?

The cache is reset by certain actions such as changing system prompts. This causes the entire content to be processed as tokens again instead of being retrieved from cache.

What are the three habits to avoid wasting tokens unnecessarily?

The video presents three habits to protect your session limit, though these specific habits aren't detailed in the summary. They're available in the creator's Skool community.

What is cache TTL and why does it cause confusion?

Cache TTL (Time To Live) determines how long the cache remains available. The video addresses confusion around this concept, though specific details aren't explained in the summary.

Topics

claude prompt caching token optimization cost efficiency ai tools