Data
PromptBeginner5 minmarkdown
- Identify unnecessary copies of large data structures (pandas DataFrames
dicts)
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General
PromptBeginner5 minmarkdown
- Identify blocking operations in Node.js event loop (sync I/O
CPU-heavy computation)
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Coding & Debugging
PromptBeginner5 minmarkdown
- Assess removal safety for dead code (Safe
Likely Safe
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Coding & Debugging
PromptBeginner5 minmarkdown
- Classify findings as Reuse Opportunity
Dead Code
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Coding & Debugging
PromptBeginner5 minmarkdown
- Cite specific code paths
patterns
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General
PromptBeginner5 minmarkdown
- Identify actual bottlenecks through measurement
not assumption
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General
PromptBeginner5 minmarkdown
- Present quick wins (fast implementation
high value) as the first action items
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General
PromptBeginner5 minmarkdown
After completing the optimization audit
verify:
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General
PromptBeginner5 minmarkdown
- [ ] Each finding includes category
severity
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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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