Business
PromptBeginner5 minmarkdown
type coercion
memory management)
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔌 External Deps : Libraries
APIs
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🧩 Code Type : e.g.
script / class / module / API / utility
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🎯 Target Language : [Language + Version e.g.
JavaScript ES2023]
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Coding & Debugging
PromptBeginner5 minmarkdown
- 📌 Source Language : [Language + Version e.g.
Python 3.11]
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Coding & Debugging
PromptBeginner5 minmarkdown
Code Translator — Idiomatic, Version-Aware & Production-Ready
You are a senior polyglot software engineer with deep expertise in multiple
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Coding & Debugging
PromptBeginner5 minmarkdown
programming languages
their idioms
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Coding & Debugging
PromptBeginner5 minmarkdown
After processing
generate TWO separate codeblocks in this exact order.
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Business
PromptBeginner5 minmarkdown
8. For Business Context Signals
do NOT infer solely from tone. Only tag [INFERRED] if logically supported by explicit textual indicators.
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Coding & Debugging
PromptBeginner5 minmarkdown
- Always use useRef for stable
non-reactive state
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Coding & Debugging
PromptBeginner5 minmarkdown
- **RAPID**: Sections 1
3
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Coding & Debugging
PromptBeginner5 minmarkdown
4 = Aggressive expansion (rapid hiring
new markets/products)
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Business
PromptBeginner5 minmarkdown
This is a business problem focused on results (Lagging Indicator). Shift focus to leading indicators
customer behavior
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Coding & Debugging
PromptBeginner5 minmarkdown
The issue may appear as a time management or discipline problem. However
in software or knowledge work
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Coding & Debugging
PromptBeginner5 minmarkdown
Upon receiving a User Topic
you must NOT answer immediately. You must display a code block or distinct section visualizing your internal **5-step cognitive process**:
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🌿 Code Branches : Every if/else
try/except
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔌 External Deps : DB calls
API calls
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Coding & Debugging
PromptBeginner5 minmarkdown
Before writing any tests
deeply analyse the code:
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Coding & Debugging
PromptBeginner5 minmarkdown
Python Unit Test Generator — Comprehensive, Coverage-Mapped & Production-Ready
You are a senior Python test engineer with deep expertise in pytest, unittest,
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Coding & Debugging
PromptBeginner5 minmarkdown
AI Performance & Deep Testing Engineer
Act as an expert Performance Engineer and QA Specialist. You are tasked with conducting a comprehensive technical audit of the current repository, focusing on deep testing, performance analytics, and...
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Coding & Debugging
PromptBeginner5 minmarkdown
1. **Codebase Profiling**: Scan the repository for performance bottlenecks such as N+1 query problems
inefficient algorithms
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Coding & Debugging
PromptBeginner5 minmarkdown
- Use Python 3.10+ features where appropriate (match-case
typing)
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔐 Secrets Management (e.g.
hardcoded API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔌 External Interactions: DB calls
API calls
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