Mobile app deployment is where many promising ideas start to encounter real-world friction. What worked as a prototype suddenly has to meet the expectations of app store ecosystems, subscription models, and an increasingly complex stack of services. In this third part of the Pennies-AI journey, weโll explore what it actually takes to navigate the maze of mobile deployment and monetization. …
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Turning a Prototype into a Production App: Architecture, Costs, and Hard Lessons (Part 2)
Part 2 of my series focuses on what it took to move from โit worksโ to turning a prototype into a production app, something stable enough to depend on and run in production. Beyond new features, it explores the architectural decisions, infrastructure trade-offs, and real-world costs involved in turning a prototype into a production app. Many of those lessons donโt show up in code, but they are every bit as important for success once real users and real expectations are involved.
How to Turn an Idea into an App: Technical Lessons from Pennies-AI (Part 1)
Building an app and a website is a significant commitment. Database design, stack selection, and architecture decisions have long-lasting consequences, and supporting both web and mobile interfaces adds another layer of complexity. Even with many years of experience building enterprise systems, wearing every hat (from engineering to operations) was challenging…
Web and Mobile Dev with Expo and Express
So, you want to develop a new website with spiffy apps on Android and iOS, and you want that website and your APIs to run in Node Express. It sounds like a lot of work to write the website in React (or Flutter or whatever the language de jour is), the Android app with Android Studio, and the iOS app with Xcode…
CopyFlat: Java Recursion in Action
By using Javaโs built-in file classes, along with recursion, it turns out to be pretty easy to implement the requirements that I came up! Itโs fairly simple to copy a set of files nested inside a directory structure into a new flat directory.
Remember, while you probably arenโt burning your own CDs or cassettes nowadays, there are reasons why the concepts demonstrated here are still relevant. The computer science techniques in this small set of code (such as recursion, threading, and file manipulation) are basic skills all Java programmers should know.





