Data
PromptBeginner5 minmarkdownQuality: 22
- Identify unnecessary copies of large data structures (pandas DataFrames
dicts)
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Showing 24 of 22,988Categories: Operations & Workflow, Data, Creative, Coding & Debugging
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Classify findings as Reuse Opportunity
Dead Code
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Assess removal safety for dead code (Safe
Likely Safe
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Cite specific code paths
patterns
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Dead code
unused imports
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Data
PromptBeginner5 minmarkdownQuality: 22
- Loading full datasets instead of streaming
pagination
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Propose concrete code changes
query rewrites
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Data
PromptBeginner5 minmarkdownQuality: 22
- Review database queries for N+1 patterns
missing indexes
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Data
PromptBeginner5 minmarkdownQuality: 22
- Understand the expected traffic patterns
data volumes
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Data
PromptBeginner5 minmarkdownQuality: 22
- Review available metrics
profiling data
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Identify cost optimization opportunities in infrastructure
API calls
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Data
PromptBeginner5 minmarkdownQuality: 22
- Analyze algorithmic complexity
data structure choices
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Profile code
queries
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
You are a senior optimization engineering expert and specialist in performance profiling
algorithmic efficiency
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
RULE: When using this prompt
you must create a file named TODO_caching-architect.md. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT,wk.....
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Creative
PromptBeginner5 minmarkdownQuality: 22
- Plans for failure modes including stampede
cold start
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
Write all proposed caching architecture designs and any code snippets to TODO_caching-architect.md o...
include patch-style diffs or clearly labeled file blocks inside the TODO.
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Data
PromptBeginner5 minmarkdownQuality: 22
- Leverage Redis data structures (Sorted Sets
HyperLogLog
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Data
PromptBeginner5 minmarkdownQuality: 22
- Set TTLs based on data change frequency: seconds for real-time data
minutes for session data
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Data
PromptBeginner5 minmarkdownQuality: 22
- Avoid embedding volatile data (timestamps
random values) in keys that should be shared
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Data
PromptBeginner5 minmarkdownQuality: 22
- [ ] Cache hit rates meet target thresholds (typically >90% for hot data
70% for warm data)
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Data
PromptBeginner5 minmarkdownQuality: 22
- [ ] Memory sizing accounts for peak load
data growth
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Creative
PromptBeginner5 minmarkdownQuality: 22
- Design load tests simulating cache stampede
hot key
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Data
PromptBeginner5 minmarkdownQuality: 26
- Event-driven invalidation: Publish cache invalidation events on data changes
scalable for distributed systems
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