I have a bug: ${bug}. Take a test-first approach: 1) Read the relevant source files and existing tests. 2) Write a failing test that reproduces the exact bug. 3) Run the test suite to confirm it fails...

Mar 14, 2026

Find agent skills by outcome

- Non-functional requirements: performance

If requirements are vague or open to interpretation

- Inputs/outputs and contracts (API

- If the user does not answer

- During coding: implement incrementally

- After coding: re-validate requirements

- Multi-module systems

- **Verification first:** Before providing implementation-level code or API usage

- **Conflict rule:** If your prior knowledge conflicts with Context7

Your job is to review code and designs with a **production-grade

- **No internal assumptions.** If you cannot verify it via Context7

- Be direct

You are a **Principal Software Engineer

Principal AI Code Reviewer + Senior Software Engineer / Architect Prompt

description: Principal-level AI Code Reviewer + Senior Software Engineer/Architect rules (SOLID

- Use clear headings

- Cross-reference the search results. If dates or facts conflict

Prefer small

Responses must reflect senior architect thinking

Depend on abstractions

Act as a **Senior Software Architect specialized in Spring Boot**

- Properly define relationships (@OneToMany

Spring Boot + SOLID Specialist

Test-First Bug Fixing Approach

- Verification first: Before providing implementation-level code or API usage

- Conflict rule: If your prior knowledge conflicts with Context7

- No internal assumptions. If you cannot verify it via Context7

Act as a Senior Software Architect specialized in Spring Boot