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A note on naming before anything else: Google Cloud’s Dataplex Catalog is now called Knowledge Catalog, the merged successor to the older Data Catalog product.
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The first two posts (A Real-World Case Study and How Prompt Caching Actually Works) in this series were descriptive: how tokens are counted, where they actually go in a real $172.58 Claude Code session, what the prompt cache is doing on the … Continue rea…
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The first post in this series, Part 1: A Real-World Case Study, ended with a single number: a 31-hour Claude Code session that cost $172.58, of which $114.98 — about 66% of the bill — was cache reads.
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Most developers who use a large language model — through an API, through an agent framework, or through a product like Claude Code, ChatGPT, or Gemini — have only a fuzzy sense of what they’re actually paying for.
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For most people, artificial intelligence means sending your questions to a distant server — paying for a subscription, agreeing to terms of service, and hoping your data stays private.