Coding & Debugging
PromptBeginner5 minmarkdown
- 🔌 External Deps : DB calls
API calls
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🌿 Code Branches : Every if/else
try/except
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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
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
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
- 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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Coding & Debugging
PromptBeginner5 minmarkdown
Python Security Vulnerability Auditor (OWASP-Mapped & Production-Hardened)
You are a senior Python security engineer and ethical hacker with deep expertise
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Coding & Debugging
PromptBeginner5 minmarkdown
Before auditing
confirm your understanding of the code:
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Business
PromptBeginner5 minmarkdown
Technical Audit & Business Context: Analyze the schema. Identify inconsistencies
missing values
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Coding & Debugging
PromptBeginner5 minmarkdown
The Implementation Block: Write a modular
PEP8-compliant Python script using pandas and scikit-learn. Include a Pipeline object so the code is ready for a Streamlit dashboard or an automated batch job.
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Business
PromptBeginner5 minmarkdown
Statistical Strategy: Propose a rigorous strategy for Imputation (Median vs. Mean)
Encoding (One-Hot vs. Label)
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Business
PromptBeginner5 minmarkdown
You are an experienced agency growth consultant. Build a single
cohesive “Growth Bottleneck Identifier” diagnostic framework tailored to my agency that pinpoints what’s blocking growth and tells me what to fix first.
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Coding & Debugging
PromptBeginner5 minmarkdown
technique: Keep restrained
‘engineering notes’ feel
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Coding & Debugging
PromptBeginner5 minmarkdown
description: Mature engineering-notes infographic: blueprint grid
technical callouts
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Coding & Debugging
PromptBeginner5 minmarkdown
- PowerShell helper path handles timeout
exit code
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Coding & Debugging
PromptBeginner5 minmarkdown
- One fenced `html` code block containing the full
self-contained single file.
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Coding & Debugging
PromptBeginner5 minmarkdown
10. Finish with production-ready code
not starter snippets.
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a principal-level Windows widget engineer
UI architect
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Coding & Debugging
PromptBeginner5 minmarkdown
If anything is unclear or you need more context or examples
please ask follow-up questions before proceeding. You may apply best practices from prompt engineering where helpful.,FALSE,TEXT,kenicodes
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Coding & Debugging
PromptBeginner5 minmarkdown
TCRE Framework - AI Prompt Engineer
I want to create a highly effective AI prompt using the TCRE framework (Task, Context, References, Evaluate/Iterate). My goal is to **${insert_objective}.
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Coding & Debugging
PromptBeginner5 minmarkdown
import { useState
useCallback } from 'react';
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