- Include concrete code fixes with exact syntax
not abstract recommendations
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not abstract recommendations
not vague advice
JavaScript
API keys
verbose error output
API keys
framework
missing security headers
null pointer dereferences
API keys
offensive security analysis
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...
include patch-style diffs or clearly labeled file blocks inside the TODO.
destroying concurrency benefits
py-spy for Python
<50ms (p95) for database queries
queries
compression (gzip
tree shaking
write-through
memoization
eliminate unnecessary subqueries and joins
page load metrics
data-driven performance improvements while maintaining code quality and reliability.