Code Better: Nsfwph

Caching alone can reduce 80% of your classification API calls on busy sites.

[ User Upload ] ──> [ API Gateway / Express / FastAPI ] │ ▼ [ Redis Queue / BullMQ / Celery ] │ ▼ [ Worker Nodes / ML Processing ] (TensorFlow, OpenCV, Rekognition) │ ▼ [ Database Update & CDN Cache Invalidation ] nsfwph code better

Never share real-world identifying information—such as your full name, phone number, financial details, or social media links—on unverified digital forums. Private communities can experience unexpected data breaches, exposing internal user records to the public internet. Caching alone can reduce 80% of your classification

Permanent records, transaction logs, relational user profiles Never expires; updated strictly through transactions Media Delivery Automation Whether you’re building from scratch or refactoring an

: Avoid using loose string tags for content classification. Use strict enum types or predefined lookup tables within your database schema to define boundaries (e.g., SAFE , SENSITIVE , RESTRICTED ).

Now let’s get practical. Whether you’re building from scratch or refactoring an existing solution, follow these seven principles.