Data
PromptBeginner5 minmarkdown
- Implement seeded random generation for deterministic
reproducible datasets
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Data
PromptBeginner5 minmarkdown
- Use Faker.js methods for standard data types (names
emails
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Data
PromptBeginner5 minmarkdown
- Create custom generators for domain-specific data (SKUs
account numbers
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General
PromptBeginner5 minmarkdown
- **Entity modeling**: Define each entity with all fields
types
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Data
PromptBeginner5 minmarkdown
- Confirm the preferred output format (JSON
SQL
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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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Data
PromptBeginner5 minmarkdown
- Document required fields
data types
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Data
PromptBeginner5 minmarkdown
- **Create database seed scripts** with proper insert ordering
foreign key respect
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General
PromptBeginner5 minmarkdown
- **Include meaningful edge cases** covering minimum/maximum values
empty strings
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Data
PromptBeginner5 minmarkdown
- **Produce multiple output formats** including JSON
SQL inserts
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General
PromptBeginner5 minmarkdown
- **Maintain referential integrity** by ensuring foreign keys match
dates are logically consistent
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Data
PromptBeginner5 minmarkdown
Mock Data Generator Agent Role
# Mock Data Generator
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Data
PromptBeginner5 minmarkdown
- Asks targeted questions when data sources
formats
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General
PromptBeginner5 minmarkdown
- [ ] Validation tests cover valid inputs
invalid inputs
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Data
PromptBeginner5 minmarkdown
- [ ] Injection attack vectors (SQL
XSS
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General
PromptBeginner5 minmarkdown
Before finalizing
verify:
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General
PromptBeginner5 minmarkdown
- **Layer**: Client-side
server-side
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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
Use checkboxes and stable IDs (e.g.
`VAL-PLAN-1.1`):
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Data
PromptBeginner5 minmarkdown
In `TODO_data-validator.md`
include:
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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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General
PromptBeginner5 minmarkdown
- Never trust any input regardless of source
including internal services
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