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Kompressor reduced costs by 22.7%

In Claude Code, 92–95% of tokens come from a cache costing $5 for 5 minutes, while reading tokens from cache costs $0.20 per million. This creates a bottleneck for agents needing to wait for cache expiration before executing tasks.

Field
applying language models
What they did
The company Hystax discovered that accessing the cache in Claude Code costs 25 times more than reading from it, and that the cache expires after only five minutes.
Why it matters
This knowledge will help developers optimize costs when using Claude Code, understanding that caching is inefficient during long agent cycles.
#claude code#api billing#cache#llm#cost optimization

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