HTTP Retry-After: Bounded Retries Without Extra Damage
Handle HTTP Retry-After with correct parsing, bounded waits, idempotent operations, retry budgets, jitter, and clear behavior for exhausted requests.
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S3 Presigned URLs: Temporary Access With Real Limits
Design S3 presigned URLs with narrow permissions, short useful lifetimes, safe delivery, controlled uploads, and tests of actual expiration behavior.
Gitignore Rules: Untracked Files Are Not Secret Removal
Use Gitignore rules with clear pattern scope, tracked-file checks, staged-diff review, artifact inspection, and real credential rotation after exposure.
Python Pickle Security: Trust Before Deserialization
Review Python pickle security through source trust, safer data formats, authenticated storage, dependency risks, and migration away from untrusted objects.
PostgreSQL Timeouts: Bound the Right Kind of Waiting
Configure PostgreSQL timeouts by workload and scope, distinguish statement and lock waits, handle canceled transactions, and verify pooled connections.
Read-Only Containers: Define Every Writable Path
Deploy read-only containers with explicit writable mounts, temporary-storage limits, nonroot execution, startup tests, and protected host boundaries.
XSS Prevention: Match Encoding to the Browser Context
Build XSS prevention with context-aware output encoding, safe DOM APIs, reviewed HTML sanitization, template protections, and end-to-end regression tests.
Kubernetes Security Context: Verify Runtime Authority
Review Kubernetes security context settings for identity, capabilities, privilege escalation, writable paths, volumes, and verified runtime behavior.
AI Evaluation Data: Holdout Quality and Leakage Checks
Build AI evaluation data with task coverage, separate development and holdout sets, privacy review, leakage checks, stable rubrics, and versioned evidence.
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