Coding & Debugging
PromptBeginner5 minmarkdown
### JavaScript/TypeScript (Faker.js
Fishery
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Coding & Debugging
PromptBeginner5 minmarkdown
### Python (Faker
Factory Boy
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Coding & Debugging
PromptBeginner5 minmarkdown
- Special characters
Unicode
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Productivity
PromptBeginner5 minmarkdown
- Organize fixtures logically by feature
test suite
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Coding & Debugging
PromptBeginner5 minmarkdown
- Include appropriate HTTP status codes
headers
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Build API mock responses** following RESTful conventions with success/error responses
pagination
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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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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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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
- Data entry points (APIs
forms
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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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Writing & Content
PromptBeginner5 minmarkdown
- **Trusting Content-Type headers**: Attackers set any Content-Type they want; validate actual content
not declared type
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Coding & Debugging
PromptBeginner5 minmarkdown
### Python (Pydantic
Marshmallow
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Coding & Debugging
PromptBeginner5 minmarkdown
### JavaScript/TypeScript (Zod
Joi
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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
- Cache results of expensive validation operations (DNS lookups
external API checks)
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Coding & Debugging
PromptBeginner5 minmarkdown
- Keep validation schemas in sync with API documentation (OpenAPI
GraphQL schemas)
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Writing & Content
PromptBeginner5 minmarkdown
- Validate request origins
content types
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Coding & Debugging
PromptBeginner5 minmarkdown
- Encode output based on context (HTML encoding
URL encoding
0
Coding & Debugging
PromptBeginner5 minmarkdown
- Identify all data entry points (forms
APIs
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Prevent injection attacks** through SQL parameterization
XSS escaping
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Sanitize and normalize input data** by removing harmful content
escaping context-specific threats
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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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