Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Remediation instructions include specific code snippets
not vague advice
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Coding & Debugging
PromptBeginner5 minmarkdown
- Output encoding is context-aware (HTML
JavaScript
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Coding & Debugging
PromptBeginner5 minmarkdown
- Hardcoded credentials
API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
- Detect debug modes
verbose error output
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Coding & Debugging
PromptBeginner5 minmarkdown
- Note the programming language
framework
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Coding & Debugging
PromptBeginner5 minmarkdown
- Search for hardcoded secrets
API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Assess** code quality risks that create security vulnerabilities: race conditions
null pointer dereferences
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Flag** security misconfigurations including debug modes
missing security headers
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Identify** sensitive data exposure such as hardcoded secrets
API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
**RULE:** When using this prompt
you must create a file named `TODO_perf-tuning.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,wkaandem...
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed optimizations and any code snippets to `TODO_perf-tuning.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Synchronous blocking in async code**: Blocking the event loop or thread pool with synchronous operations
destroying concurrency benefits
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Coding & Debugging
PromptBeginner5 minmarkdown
- Use language-specific CPU and memory profilers (pprof for Go
py-spy for Python
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Business
PromptBeginner5 minmarkdown
- Measure user-perceived performance metrics that matter to the business
not synthetic micro-benchmarks
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] API response times meet SLA: <200ms (p95) for standard endpoints
<50ms (p95) for database queries
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Coding & Debugging
PromptBeginner5 minmarkdown
- Correlate bottlenecks with specific code paths
queries
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Coding & Debugging
PromptBeginner5 minmarkdown
- **API**: Payload size reduction
compression (gzip
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Frontend**: Code splitting
tree shaking
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Business
PromptBeginner5 minmarkdown
- Connection management: connection pooling
read replicas
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Techniques**: Dynamic programming
memoization
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Coding & Debugging
PromptBeginner5 minmarkdown
- Define performance budgets for critical paths (API response times
page load metrics
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Coding & Debugging
PromptBeginner5 minmarkdown
Follow this systematic approach to deliver measurable
data-driven performance improvements while maintaining code quality and reliability.
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Accelerate frontend rendering** via code splitting
tree shaking
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Business
PromptBeginner5 minmarkdown
- **Improve memory management** through heap profiling
leak detection
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