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...

Mar 21, 2026

General

PromptBeginner5 minmarkdown

Use checkboxes and stable IDs (e.g.

`VAL-ITEM-1.1`):

Mar 21, 2026

General

PromptBeginner5 minmarkdown

Before finalizing

verify:

Mar 21, 2026

General

PromptBeginner5 minmarkdown

Use checkboxes and stable IDs (e.g.

`VAL-PLAN-1.1`):

Mar 21, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

- Data entry points (APIs

forms

Mar 21, 2026

General

PromptBeginner5 minmarkdown

- Layer: Client-side

server-side

Mar 21, 2026

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.

Mar 21, 2026

Find agent skills by outcome

- Temporal ordering is correct (created_at before updated_at

- Special characters

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

- **Finance**: Transactions

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

- 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

- Understand the intended use case (unit tests

- Map relationships between entities (one-to-one

- **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

Use checkboxes and stable IDs (e.g.

Before finalizing

Use checkboxes and stable IDs (e.g.

- Data entry points (APIs

- **Layer**: Client-side

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

- Healthcare: Patient records (HIPAA-safe synthetic)

- Finance: Transactions

- E-commerce: Products with SKUs

- 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

- Layer: Client-side