Engineering deep-dives, product news and guides for building camera-first AR & AI.
Every developer building a UGC app eventually hits the same fork in the road.
The fastest way to lose a user on an app isn't a crash or a slow screen.
There's a specific kind of panic that hits when you open App Store Connect and see.
It only takes one explicit image to undo months of work on your app.
If beauty filters, face effects, background removal or on-device moderation aren't your product's differentiator, buy a camera SDK.
Most image moderation systems today still work the same way: a user uploads a photo, it goes to a server, and an API returns with a response.
A user uploads a photo, video, or message, the app sends it to a cloud service, waits for the response, and only then decides whether the content is safe.
Yes, you CAN build React Native and Flutter camera filters without creating separate camera experiences for iOS and Android.
Adding AR filters to your mobile app seems simple enough… until you start looking at the code.
When people talk about trust and safety, they usually mean a dedicated team inside a large company.
The moment your app lets users upload anything (photos, videos, live streams, comments) you don’t just get users; you inherit their content.
A lot of developers approach video content moderation as if it’s just image moderation repeated over time.
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