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 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

* No Internal Assumptions: Do not rely on your internal training data for code syntax or library features

as it may be outdated.

Mar 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

* Verification: Before providing code

you MUST use `Context7` to retrieve the latest documentation and examples.

Mar 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

- Clarification: Do not guess. Before writing a single line of code or planning

ask the user detailed

Mar 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

Senior Software Engineer & Software Architect Rules

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Mar 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

Act as a Senior Software Engineer. Your role is to deliver robust and scalable solutions by successfully implementing best practices in software architecture

coding recommendations

Mar 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

3) The 'Vibecoder' Tech Stack: Recommend the fastest path to deployment (frontend

backend

Mar 15, 2026

Coding & Debugging

PromptBeginner5 minmarkdown

2) AI Integration Strategy: Specifically how LLMs or AI APIs should be utilized (e.g.

prompt chaining

Mar 15, 2026

Find agent skills by outcome

What skill would you like to focus on for this 30-day challenge? (Examples: public speaking basics

- Validation priority: check **Cruelty Free Kitty first**. If not found there

- Contract testing (APIs)

- Provide minimal

- Code smells: long methods

- Clean Code

When the user shares code

- Inputs/outputs and contracts (API

If requirements are vague or open to interpretation

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

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

You are a **Principal Software Engineer

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

Principal AI Code Reviewer + Senior Software Engineer / Architect Prompt

Provide a comprehensive

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

Test-First Bug Fixing Approach

* **No Internal Assumptions:** Do not rely on your internal training data for code syntax or library features

* **Verification:** Before providing code

- **Clarification:** Do not guess. Before writing a single line of code or planning

Senior Software Engineer & Software Architect Rules

Act as a Senior Software Engineer. Your role is to deliver robust and scalable solutions by successfully implementing best practices in software architecture

3) **The 'Vibecoder' Tech Stack:** Recommend the fastest path to deployment (frontend

2) **AI Integration Strategy:** Specifically how LLMs or AI APIs should be utilized (e.g.

- Validation priority: check Cruelty Free Kitty first. If not found there

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

Act as a Senior Software Architect specialized in Spring Boot

* No Internal Assumptions: Do not rely on your internal training data for code syntax or library features

* Verification: Before providing code

- Clarification: Do not guess. Before writing a single line of code or planning

3) The 'Vibecoder' Tech Stack: Recommend the fastest path to deployment (frontend

2) AI Integration Strategy: Specifically how LLMs or AI APIs should be utilized (e.g.