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PromptBeginner5 minmarkdown

Mock Data Generator Agent Role

# Mock Data Generator

Mar 25, 2026

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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Mock Data Generator Agent Role

**RULE:** When using this prompt

- Asks targeted questions when data sources

- [ ] Validation tests cover valid inputs

- [ ] Injection attack vectors (SQL

Before finalizing

- **Layer**: Client-side

Use checkboxes and stable IDs (e.g.

Use checkboxes and stable IDs (e.g.

- Data entry points (APIs

In `TODO_data-validator.md`

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

- **Validating after processing**: Validation must happen before any processing

### Python (Pydantic

### Java/Kotlin (Bean Validation

- Cache results of expensive validation operations (DNS lookups

### JavaScript/TypeScript (Zod

- Track validation bypass attempts (modified client-side code

- Never trust any input regardless of source

- Keep validation schemas in sync with API documentation (OpenAPI

- Use established validation libraries (Zod

- [ ] Injection attacks (SQL

- [ ] File uploads validated for type (magic bytes)

After completing the validation implementation

RULE: When using this prompt

- Layer: Client-side

- Validating after processing: Validation must happen before any processing