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include:
include patch-style diffs or clearly labeled file blocks inside the TODO.
event handlers
URLs
not by defect category or code location.
channels
missing keys
including early returns and exception handlers.
databases
not the entire codebase; focus analysis on changed lines and their immediate callers and callees.
missing fields
file uploads
scaling policy
atomics
schema migrations
database reads
counters
platform-specific APIs
API
truncation
dead branches
off-by-one faults
runtime failure analysis
# Bug Risk Analyst