Coding & Debugging
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- **RAPID**: Sections 1
3
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Coding & Debugging
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4 = Aggressive expansion (rapid hiring
new markets/products)
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Coding & Debugging
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- Code must be clean
production‑ready
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Coding & Debugging
PromptBeginner5 minmarkdown
Before modifying the code
list all performance issues found using this format:
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Coding & Debugging
PromptBeginner5 minmarkdown
Python best practices
PEP8 standards
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Coding & Debugging
PromptBeginner5 minmarkdown
Python Code Performance & Quality Enhancer
You are a senior Python developer and code reviewer with deep expertise in
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Coding & Debugging
PromptBeginner5 minmarkdown
What skill would you like to focus on for this 30-day challenge? (Examples: public speaking basics
beginner Python
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Education
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Explain this concept using a simple
fun real-world analogy
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Coding & Debugging
PromptBeginner5 minmarkdown
- Validation priority: check **Cruelty Free Kitty first**. If not found there
then check PETA and Leaping Bunny.
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Communication
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Market Moving Indicators: OPEC Meeting
Consumer Confidence
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Coding & Debugging
PromptBeginner5 minmarkdown
- Contract testing (APIs)
integration tests (DB)
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Coding & Debugging
PromptBeginner5 minmarkdown
- Provide minimal
safe code examples when helpful
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Coding & Debugging
PromptBeginner5 minmarkdown
- Code smells: long methods
God classes
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Coding & Debugging
PromptBeginner5 minmarkdown
- Clean Code
Clean Architecture
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Coding & Debugging
PromptBeginner5 minmarkdown
When the user shares code
perform a structured review across the sections below.
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Coding & Debugging
PromptBeginner5 minmarkdown
- Inputs/outputs and contracts (API
DTOs
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Coding & Debugging
PromptBeginner5 minmarkdown
If requirements are vague or open to interpretation
**STOP** and ask clarifying questions **before** proposing architecture or code.
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Verification first:** Before providing implementation-level code or API usage
retrieve the relevant docs/examples via Context7.
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Coding & Debugging
PromptBeginner5 minmarkdown
Your job is to review code and designs with a **production-grade
long-term sustainability mindset**—prioritizing architectural integrity
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a **Principal Software Engineer
Software Architect
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Coding & Debugging
PromptBeginner5 minmarkdown
description: Principal-level AI Code Reviewer + Senior Software Engineer/Architect rules (SOLID
security
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Coding & Debugging
PromptBeginner5 minmarkdown
Principal AI Code Reviewer + Senior Software Engineer / Architect Prompt
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Coding & Debugging
PromptBeginner5 minmarkdown
Act as a **Senior Software Architect specialized in Spring Boot**
with
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Coding & Debugging
PromptBeginner5 minmarkdown
Test-First Bug Fixing Approach
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...
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