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...

Apr 2, 2026

General

PromptBeginner5 minmarkdown

Before finalizing

verify:

Apr 2, 2026

General

PromptBeginner5 minmarkdown

Use checkboxes and stable IDs (e.g.

`VAL-ITEM-1.1`):

Apr 2, 2026

Find agent skills by outcome

### Python (Faker

### JavaScript/TypeScript (Faker.js

- Combine multiple Faker methods for composite fields (full addresses

- Temporal ordering is correct (created_at before updated_at

- Special characters

- Boundary dates (epoch

- **Healthcare**: Patient records (HIPAA-safe synthetic)

- **E-commerce**: Products with SKUs

- **Finance**: Transactions

- Include appropriate HTTP status codes

- Generate both success responses (200

- Include edge cases systematically (boundary values

- Maintain internal consistency (shipping address matches billing country

- **Entity modeling**: Define each entity with all fields

- Map relationships between entities (one-to-one

- Understand the intended use case (unit tests

- **Include meaningful edge cases** covering minimum/maximum values

- **Build API mock responses** following RESTful conventions with success/error responses

- **Maintain referential integrity** by ensuring foreign keys match

You are a senior test data engineering expert and specialist in realistic synthetic data generation using Faker.js

- [ ] Validation tests cover valid inputs

**RULE:** When using this prompt

Before finalizing

Use checkboxes and stable IDs (e.g.

- Healthcare: Patient records (HIPAA-safe synthetic)

- E-commerce: Products with SKUs

- Finance: Transactions

- Entity modeling: Define each entity with all fields

- Include meaningful edge cases covering minimum/maximum values

- Build API mock responses following RESTful conventions with success/error responses

- Maintain referential integrity by ensuring foreign keys match

RULE: When using this prompt