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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Coding & Debugging
PromptBeginner5 minmarkdown
- **Build API mock responses** following RESTful conventions with success/error responses
pagination
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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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Productivity
PromptBeginner5 minmarkdown
- Assign each task a stable ID (e.g.
TASK-1.1) and use checklist items in outputs.
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Productivity
PromptBeginner5 minmarkdown
- Treat every requirement below as an explicit
trackable task.
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Coding & Debugging
PromptBeginner5 minmarkdown
**RULE:** When using this prompt
you must create a file named `TODO_data-validator.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,FALSE,TEXT,wkaa...
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a senior test data engineering expert and specialist in realistic synthetic data generation using Faker.js
custom generation patterns
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General
PromptBeginner5 minmarkdown
- [ ] Validation tests cover valid inputs
invalid inputs
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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-ITEM-1.1`):
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General
PromptBeginner5 minmarkdown
- **Layer**: Client-side
server-side
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Coding & Debugging
PromptBeginner5 minmarkdown
- Data entry points (APIs
forms
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`VAL-PLAN-1.1`):
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed validation implementations and any code snippets to `TODO_data-validator.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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General
PromptBeginner5 minmarkdown
- **Validating after processing**: Validation must happen before any processing
storage
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Creative
PromptBeginner5 minmarkdown
- Use Jakarta Bean Validation annotations (@NotNull
@Size
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Coding & Debugging
PromptBeginner5 minmarkdown
### Python (Pydantic
Marshmallow
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General
PromptBeginner5 minmarkdown
### Java/Kotlin (Bean Validation
Spring)
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Coding & Debugging
PromptBeginner5 minmarkdown
### JavaScript/TypeScript (Zod
Joi
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Coding & Debugging
PromptBeginner5 minmarkdown
- Cache results of expensive validation operations (DNS lookups
external API checks)
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Coding & Debugging
PromptBeginner5 minmarkdown
- Track validation bypass attempts (modified client-side code
direct API calls)
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Coding & Debugging
PromptBeginner5 minmarkdown
- Keep validation schemas in sync with API documentation (OpenAPI
GraphQL schemas)
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