- **Assess** code quality risks that create security vulnerabilities: race conditions
null pointer dereferences
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null pointer dereferences
missing security headers
API keys
command injection
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.
serving stale data and creating consistency bugs
destroying concurrency benefits
causing query times to grow linearly with data volume
multiplying database round-trips linearly
Index Tuning)
py-spy for Python
New Relic
data volume
<50ms (p95) for database queries
queries
message queues for decoupling
compression (gzip
tree shaking
memoization
Set vs Array for uniqueness
page load metrics
implement caching