General
PromptBeginner5 minmarkdown
- Temporal ordering is correct (created_at before updated_at
order before delivery)
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General
PromptBeginner5 minmarkdown
- **Healthcare**: Patient records (HIPAA-safe synthetic)
appointments
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General
PromptBeginner5 minmarkdown
- **Finance**: Transactions
account balances
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General
PromptBeginner5 minmarkdown
- **E-commerce**: Products with SKUs
prices
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General
PromptBeginner5 minmarkdown
- Generate both success responses (200
201) and error responses (400
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General
PromptBeginner5 minmarkdown
- Include edge cases systematically (boundary values
nulls
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General
PromptBeginner5 minmarkdown
- Maintain internal consistency (shipping address matches billing country
order dates before delivery dates)
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General
PromptBeginner5 minmarkdown
- **Entity modeling**: Define each entity with all fields
types
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General
PromptBeginner5 minmarkdown
- Understand the intended use case (unit tests
integration tests
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General
PromptBeginner5 minmarkdown
- Map relationships between entities (one-to-one
one-to-many
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General
PromptBeginner5 minmarkdown
- **Include meaningful edge cases** covering minimum/maximum values
empty strings
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General
PromptBeginner5 minmarkdown
- **Maintain referential integrity** by ensuring foreign keys match
dates are logically consistent
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General
PromptBeginner5 minmarkdown
- [ ] Validation tests cover valid inputs
invalid inputs
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`VAL-ITEM-1.1`):
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General
PromptBeginner5 minmarkdown
Before finalizing
verify:
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`VAL-PLAN-1.1`):
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General
PromptBeginner5 minmarkdown
- **Layer**: Client-side
server-side
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General
PromptBeginner5 minmarkdown
- **Validating after processing**: Validation must happen before any processing
storage
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General
PromptBeginner5 minmarkdown
### Java/Kotlin (Bean Validation
Spring)
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Creative
PromptBeginner5 minmarkdown
- Use Jakarta Bean Validation annotations (@NotNull
@Size
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General
PromptBeginner5 minmarkdown
- Use established validation libraries (Zod
Joi
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General
PromptBeginner5 minmarkdown
- Never trust any input regardless of source
including internal services
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General
PromptBeginner5 minmarkdown
- [ ] File uploads validated for type (magic bytes)
size limits
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General
PromptBeginner5 minmarkdown
- [ ] Validation is implemented at all layers (client
server
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