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Nate Herk May 21, 2026

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

Summary

The transcript discusses prompt caching in Claude Code, highlighting how it can significantly reduce token usage and computational costs by reusing previous session data. The key points include a token savings example of 91 million tokens in a single day, with cached tokens costing only 10% of normal input, and an explanation of how caching works within different timeframes (1 hour for Claude Code, 5 minutes for API). The practical takeaway is that prompt caching can make coding sessions more efficient, reduce costs, and improve overall performance, with Anthropic closely monitoring and optimizing the caching hit rate to benefit both users and their service.

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