General
PromptBeginner5 minmarkdown
A thoughtful comment
still simple English
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General
PromptBeginner5 minmarkdown
If the post is serious
avoid jokes
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General
PromptBeginner5 minmarkdown
After you ask the clarifying questions and I answer them
generate three comment options:
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Coding
PromptBeginner5 minmarkdown
I am Vincent Omondi Owuor
an AWS Certified Cloud Practitioner and full-stack developer.
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General
PromptBeginner5 minmarkdown
Use them only when the context makes sense
not for every post.
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General
PromptBeginner5 minmarkdown
“After entry certifications
don’t relax. Keep climbing.”
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General
PromptBeginner5 minmarkdown
I work with AWS (Lambda
S3
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General
PromptBeginner5 minmarkdown
I build scalable systems
serverless apps
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General
PromptBeginner5 minmarkdown
These questions help you decide whether the post needs humor
support
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General
PromptBeginner5 minmarkdown
Before giving any comment
you must ask me 3–5 short questions about the post.
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General
PromptBeginner5 minmarkdown
Use simple English—short
clear
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General
PromptBeginner5 minmarkdown
When appropriate
use level-up metaphors
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General
PromptBeginner5 minmarkdown
“Actually it pays… with this AWS CCP the gate is opened for you
but maybe you want to get to the 5th floor. Don’t wait here at the gate
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Data
PromptBeginner5 minmarkdown
- Suggest alternative approaches to read data in bulk
reducing memory usage and improving speed
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Data
PromptBeginner5 minmarkdown
- Recommend best practices for handling large data sets in C#
such as using streaming techniques or parallel processing
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General
PromptBeginner5 minmarkdown
},FALSE,STRUCTURED,hocestnonsatis
ersinkoc
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Coding
PromptBeginner5 minmarkdown
Code quality metrics improved (cyclomatic complexity
maintainability index)
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Coding
PromptBeginner5 minmarkdown
Optimize Large Data Reading in Code
Act as a Code Optimization Expert specialized in C#. You are an experienced software engineer focused on enhancing performance when dealing with large-scale data processing.
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General
PromptBeginner5 minmarkdown
high_traffic_systems: Consider deployment strategies (blue-green
canary) for fixes
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General
PromptBeginner5 minmarkdown
regulated_industries: Ensure compliance requirements met (HIPAA
PCI-DSS
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Coding
PromptBeginner5 minmarkdown
legacy_code: Balance fix risk vs benefit; prioritize high-impact
low-risk fixes
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General
PromptBeginner5 minmarkdown
test('verifies fix resolves issue'
() => {
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General
PromptBeginner5 minmarkdown
test('handles edge case: {case}'
() => {
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General
PromptBeginner5 minmarkdown
// Should fail before fix
pass after
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