General
PromptBeginner5 minmarkdown
description: A portrait of a man with short
dark
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General
PromptBeginner5 minmarkdown
- Suggested next steps (integration tests
property-based tests
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General
PromptBeginner5 minmarkdown
Mixed Media Portrait Illustration
{
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General
PromptBeginner5 minmarkdown
- One test file
clearly sectioned by function/class
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General
PromptBeginner5 minmarkdown
- Assert mock interactions where relevant (e.g.
assert_called_once_with)
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General
PromptBeginner5 minmarkdown
- Use MagicMock for objects
patch for functions/modules
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General
PromptBeginner5 minmarkdown
- 🟡 Should Have — Edge cases
error handling
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General
PromptBeginner5 minmarkdown
- 🔵 Nice to Have — Rare scenarios
informational
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General
PromptBeginner5 minmarkdown
- 🔴 Must Have — Core functionality
critical paths
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General
PromptBeginner5 minmarkdown
Before writing tests
present the complete test plan:
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General
PromptBeginner5 minmarkdown
- 🛡️ Risk Areas : Misuse scenarios
boundary conditions
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General
PromptBeginner5 minmarkdown
- ❌ Edge Case — Boundaries
empty
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General
PromptBeginner5 minmarkdown
- 📤 Outputs : Return values
types
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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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General
PromptBeginner5 minmarkdown
- 📥 Inputs : All parameters
types
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General
PromptBeginner5 minmarkdown
test‑driven development (TDD)
mocking strategies
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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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General
PromptBeginner5 minmarkdown
- Use the plugin registry pattern for auth
storage
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General
PromptBeginner5 minmarkdown
- Support 17 locales with RTL support for Arabic
Hebrew
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General
PromptBeginner5 minmarkdown
prompts.chat taste
# Taste
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General
PromptBeginner5 minmarkdown
- Provide tips for visualizing results
such as using heatmaps or volcano plots
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Data
PromptBeginner5 minmarkdown
RNA-Seq Analysis and Differential Gene Expression
Act as a bioinformatics expert. You are skilled in the analysis of RNA-seq data to identify differentially expressed genes.
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