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- External inputs (e.g., searching the web, reading emails)
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- External inputs (e.g., searching the web, reading emails)
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- Output generation (e.g., producing reports, sending emails)
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- Output generation (e.g., producing reports, sending emails)
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> **If a human can’t solve it, an LLM can’t automate it!** Before building an LLM system, thoroughly understand the problem by manually solving example inputs to develop intuition.
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- > **If a human can’t solve it, an LLM can’t automate it!** Before building an LLM system, thoroughly understand the problem by manually solving example inputs to develop intuition.
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{: .best-practice }
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{: .best-practice }
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3. **Flow Design (Compute)**: Create a high-level design for the application’s flow.
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3. **Flow Design (Compute)**: Create a high-level design for the application’s flow.
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- **Prompt Engineering**: Use clear, specific instructions with examples to reduce ambiguity.
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- **Prompt Engineering**: Use clear, specific instructions with examples to reduce ambiguity.
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- **In-Context Learning**: Provide robust examples for tasks that are difficult to specify with instructions alone.
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- **In-Context Learning**: Provide robust examples for tasks that are difficult to specify with instructions alone.
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> **You’ll likely iterate repeatedly!** Expect to repeat Steps 3–6 hundreds of times.
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- > **You’ll likely iterate repeatedly!** Expect to repeat Steps 3–6 hundreds of times.
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>
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>
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> <div align="center"><img src="https://github.com/the-pocket/PocketFlow/raw/main/assets/success.png?raw=true" width="400"/></div>
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> <div align="center"><img src="https://github.com/the-pocket/PocketFlow/raw/main/assets/success.png?raw=true" width="400"/></div>
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{: .best-practice }
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{: .best-practice }
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7. **Reliability**
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7. **Reliability**
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- **Node Retries**: Add checks in the node `exec` to ensure outputs meet requirements, and consider increasing `max_retries` and `wait` times.
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- **Node Retries**: Add checks in the node `exec` to ensure outputs meet requirements, and consider increasing `max_retries` and `wait` times.
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