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…

Blog content summary about Payload CMS

Meet Payload: Code-First CMS Built for Modern JavaScript Apps

David Hoffmann Articles, JavaScript, React Leave a Comment

Tired of forcing a legacy CMS into your sleek React stack?
Payload flips the script with a dev-first approach that feels native to modern JavaScript environments. While traditional platforms prioritize marketers, Payload is built for engineersโ€”especially those working in full-stack TypeScript apps with frameworks like Next.js and React….

How I Built a Developer Digital Twin with Agentic AI (And What It Got Right & Wrong)

John Hoestje Agentic AI & AI-Accelerated Development, Articles, Artificial Intelligence, Java, Machine Learning, React Leave a Comment

This post walks through a hands-on experiment in agentic development using an AI-powered digital twin embedded in the IDE. See how a single, well-structured prompt enabled the agent to implement a real user story, generate behavioral tests, and prepare Git commit documentationโ€”with minimal developer input. Includes real-world code samples, implementation insights, and a candid look at what worked, what didnโ€™t, and where human oversight is still essential.

Zod + React Hook Form + TypeScript

One Source of Truth: Deriving Required Fields from Zod

Rachel Walker Articles, JavaScript, React, TypeScript 2 Comments

TL;DR: Struggling to keep form validation and UI in sync in your React app? Hereโ€™s how I used Zod and React Hook Form together to define a single source of truthโ€”driving both runtime validation and required field indicators in the UI. The Problem: When Validation Drifts from UI Iโ€™ve been writing forms for as long as Iโ€™ve been writing codeโ€”and …