All Articles
When Your Finance App's AI Keeps Dumping Everything Into 'Other' — Field Notes on Catching Silent Classification Drift
An AI expense classifier in a Rork finance app can be accurate at launch and quietly decay over months until the monthly advice goes wrong. Here is how I instrumented confidence and category distribution to get ahead of the drift, with working code.
Your Rork Max App Loses the Photos a User Picked After Relaunch — The Trap of Holding Onto URLs Under Limited Photo Access
In a native Swift app generated by Rork Max, photos picked via PHPickerViewController become unreadable after relaunch — because holding onto a URL or PHAsset no longer works in the age of limited access. Here's a design that copies the actual bytes into your own storage the instant they're picked.
Start a Live Activity Without Launching Your Rork Max App — Designing Around a push-to-start Token That Never Arrives
In a native Swift app generated by Rork Max, you want to start a Live Activity from your server without the user ever opening the app. But the push-to-start token is never observed and it fails silently. Here's the cause and an observation layer that reliably captures the token.
Your Rork Max Health App Misses Overnight Steps — Designing Background Delivery When HKObserverQuery Dies Silently
In a native Swift health app generated by Rork Max, data recorded while the app is closed never arrives — and it's almost always because HKObserverQuery's background delivery stopped without a word. Here's how to isolate the layer that broke and an observation layer you can drop in as-is.
Direct Device-to-Device Sharing in Rork Max Apps — The Local Network Permission Trap That Makes MultipeerConnectivity Fail Silently
How to add serverless, nearby device-to-device sharing to a native Swift app generated by Rork Max. It works in the simulator but no peers ever appear on real devices — and the culprit is almost always a silent Local Network permission failure.
Should You Show a Read More Link? Let the Rendered Text Decide in Rork (Expo)
Clamping a product description to three lines and adding a Read more toggle sounds simple, until the toggle also appears under single-line text. This walks through measuring the real line count with onTextLayout so the toggle only shows when text actually overflows, covering iOS vs Android quirks, expand animation, and font scaling.
Building Your Second Rork App: How Much of the First One Should You Reuse?
Once your first app ships, the temptation is to clone it whole and swap the contents. But what you reuse and what you rebuild quietly decides how heavy your maintenance becomes. A look at where to draw the reuse line, from running several apps in parallel.
Making Your Rork Max App Resilient to Dropped and Restored Connections: Offline Detection and Retry with NWPathMonitor
Build networking that survives a lost signal in your Rork Max native Swift app with NWPathMonitor. Detect offline states, respect Low Data Mode and cellular, and auto-resend queued work on reconnect — all with working Swift code.
Adding Read-Aloud to a Rork Max App: AVSpeechSynthesizer Voice Selection and Live Word Highlighting
An implementation memo on adding read-aloud to a native Swift app generated by Rork Max — covering AVSpeechSynthesizer voice selection, highlighting the word being spoken, audio session design, and the pitfalls that bite specifically with Japanese text.
Adding PDF Viewing and Export to a Rork Max App — When to Use PDFKit vs. ImageRenderer
Implement PDF viewing, search, and export in Rork Max's native Swift with PDFKit. Covers UIGraphicsPDFRenderer vs. ImageRenderer trade-offs, password protection, and share sheet integration.
When Your App Store Connect API Pipeline Quietly Drops Days — Field Notes on JWT Expiry, Report Lag, and Reconciliation
Automated App Store Connect API pipelines rarely stop — they leak. This piece breaks down the three silent failure modes behind 401, 404, and 429, and shows how a fetch ledger, a 72-hour backfill window, and a weekly reconciliation query keep daily sales and review data complete.
Keeping Downloads Alive After Your Rork Max App Is Killed: Background URLSession Design and Relaunch Handling
How to design downloads in a Rork Max native Swift app so transfers continue in the OS daemon even after the app is suspended or terminated. Covers relaunch wiring, resumeData recovery, and measured isDiscretionary behavior with working code.