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Claude API's Hidden Levers: Slash Tokens 60% with Caching, Pruning, and Batch Smarts

Your Claude-powered agent is bleeding tokens. But what if three tweaks could gut costs by 60%? Here's the production playbook.

Line graph of Claude API token usage dropping 60% after caching, pruning, and batching

⚡ Key Takeaways

  • Prompt caching delivers 8x effective savings on static content like system prompts and tools. 𝕏
  • Prune histories to 8k tokens max, summarizing olds—keeps context without bill explosion. 𝕏
  • Batch API halves costs for non-urgent tasks; poll results next day. 𝕏
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Originally reported by dev.to

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