General
PromptBeginner5 minmarkdown
- [ ] Quick wins (high ROI
low effort) are clearly separated from deeper refactors
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General
PromptBeginner5 minmarkdown
- Compute waste from unnecessary retries
polling
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General
PromptBeginner5 minmarkdown
- Latency distribution (p50
p95
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Coding & Debugging
PromptBeginner5 minmarkdown
- Dead code
unused imports
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General
PromptBeginner5 minmarkdown
- Poor join ordering
filter placement
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General
PromptBeginner5 minmarkdown
- Missing batching
compression
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General
PromptBeginner5 minmarkdown
- Unnecessary copies
serialization
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Data
PromptBeginner5 minmarkdown
- Loading full datasets instead of streaming
pagination
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General
PromptBeginner5 minmarkdown
- Redundant sorting
filtering
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General
PromptBeginner5 minmarkdown
- Repeated scans
nested loops
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General
PromptBeginner5 minmarkdown
- Identify metrics to compare (latency
throughput
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General
PromptBeginner5 minmarkdown
- Separate quick wins (high impact
low effort) from deeper architectural changes
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Coding & Debugging
PromptBeginner5 minmarkdown
- Propose concrete code changes
query rewrites
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General
PromptBeginner5 minmarkdown
- Determine reuse scope (local file
module-wide
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General
PromptBeginner5 minmarkdown
- Evaluate removal safety (Safe
Likely Safe
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General
PromptBeginner5 minmarkdown
- Classify each finding by severity (Critical
High
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General
PromptBeginner5 minmarkdown
- Estimate the performance impact (latency
throughput
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Data
PromptBeginner5 minmarkdown
- Review database queries for N+1 patterns
missing indexes
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Data
PromptBeginner5 minmarkdown
- Understand the expected traffic patterns
data volumes
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General
PromptBeginner5 minmarkdown
- Identify the technology stack
runtime environment
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Data
PromptBeginner5 minmarkdown
- Review available metrics
profiling data
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General
PromptBeginner5 minmarkdown
- Establish the scope of audit (single file
module
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Identify** cost optimization opportunities in infrastructure
API calls
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General
PromptBeginner5 minmarkdown
- **Recommend** concrete
prioritized fixes with estimated impact
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