Turning a Prototype into a Production App: Architecture, Costs, and Hard Lessons (Part 2)

Turning a Prototype into a Production App: Architecture, Costs, and Hard Lessons (Part 2)

John Boardman Articles, Node.js, React Leave a Comment

Part 2 of my series focuses on what it took to move from โ€œit 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 donโ€™t 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

How to Turn an Idea into an App: Technical Lessons from Pennies-AI (Part 1)

John Boardman Articles, Mobile, Python, React Leave a Comment

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…

From 38 Seconds to 1.5: A Claude Code Performance Win

Bradley Hicken .NET, Agentic AI & AI-Accelerated Development, Articles, Artificial Intelligence, ASP.NET, Development Technologies & Tools, JavaScript, Tutorial Leave a Comment

A sluggish ASP.NET page with 3,850 checkboxes was taking 38 seconds to load. By collaborating with Claude Code and shifting to client-side rendering, load times dropped to just 1.5 seconds โ€” a 25ร— performance boost. Hereโ€™s how AI-assisted refactoring transformed the page and the development process.

AI in Coding: Using ChatGPT and Copilot to Build JavaScript Animations

Chris Vaught Agentic AI & AI-Accelerated Development, Articles, Artificial Intelligence, Development Technologies & Tools, Generative AI & LLMs, JavaScript, Tutorial 1 Comment

Artificial intelligence isnโ€™t just changing how we write codeโ€”itโ€™s transforming how we think about creativity in development. In this post, I revisit the playful spirit of early programming through a series of AI-assisted experiments using ChatGPT, GitHub Copilot, and JavaScript Canvas on CodePen. Along the way, I uncover practical lessons for developers on using AI to accelerate learning, inspire exploration, and rekindle the joy of creative coding…