Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Evidence: Specific code path
pattern
0
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General
PromptBeginner5 minmarkdownQuality: 24
- Scope of audit (file
module
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
Write all proposed optimization findings and any code snippets to TODO_optimization-auditor.md only....
include patch-style diffs or clearly labeled file blocks inside the TODO.
0
General
PromptBeginner5 minmarkdownQuality: 24
- Technology stack
runtime environment
0
General
PromptBeginner5 minmarkdownQuality: 24
In TODO_optimization-auditor.md
include:
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Unbounded data loading: Queries or API calls without pagination
limits
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Dead code and unused exports: Functions
classes
0
General
PromptBeginner5 minmarkdownQuality: 24
- Infinite retries without backoff: Retry loops without exponential backoff
jitter
0
General
PromptBeginner5 minmarkdownQuality: 24
- Identify blocking operations in Node.js event loop (sync I/O
CPU-heavy computation)
0
General
PromptBeginner5 minmarkdownQuality: 24
- Check for idle resources
over-provisioned instances
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Data
PromptBeginner5 minmarkdownQuality: 24
- Identify unnecessary copies of large data structures (pandas DataFrames
dicts)
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Assess removal safety for dead code (Safe
Likely Safe
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Cite specific code paths
patterns
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Classify findings as Reuse Opportunity
Dead Code
0
General
PromptBeginner5 minmarkdownQuality: 24
- Present quick wins (fast implementation
high value) as the first action items
0
General
PromptBeginner5 minmarkdownQuality: 24
- Identify actual bottlenecks through measurement
not assumption
0
General
PromptBeginner5 minmarkdownQuality: 24
- [ ] Quick wins (high ROI
low effort) are clearly separated from deeper refactors
0
General
PromptBeginner5 minmarkdownQuality: 24
After completing the optimization audit
verify:
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General
PromptBeginner5 minmarkdownQuality: 24
- [ ] Each finding includes category
severity
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General
PromptBeginner5 minmarkdownQuality: 24
- Compute waste from unnecessary retries
polling
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General
PromptBeginner5 minmarkdownQuality: 24
- Latency distribution (p50
p95
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Dead code
unused imports
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Data
PromptBeginner5 minmarkdownQuality: 24
- Loading full datasets instead of streaming
pagination
0
General
PromptBeginner5 minmarkdownQuality: 24
- Poor join ordering
filter placement
0