How Do You Safely Govern AI-Generated Production Software?
I was asked to review a public portal largely built through AI-assisted "vibe coding" by someone without much web development experience. Even a surface review uncovered serious problems,…
software architecture
Is a Mini Supply Chain Simulation a Good First Resume Project?
I'm a college sophomore planning my first substantial programming project and would like feedback on whether it would be worthwhile for a resume. I'm thinking about building a…
How Do You Govern AI-Generated Code in Production Systems?
I was asked to review a portal that had been largely built through conversational coding with an LLM by someone without much web development experience. Even a surface-level…
Is a Mini Supply Chain Simulation a Good First Resume Project?
I'm a college sophomore working on my first substantial programming project and I'm considering building a small supply chain simulation. I currently know C++ best, but I'm wondering…
Is This Messenger Server Too Large, or Should I Split It Up?
I'm building a simple messenger server as my first project, but the code is starting to feel much bigger and more complicated than expected. The current Java class…
Are Unit Tests Worthwhile When a Plugin Depends Heavily on an External API?
I'm considering rewriting an AutoCAD plugin built with the .NET/C# API. The current version has no unit or integration tests. Since many of the important AutoCAD objects only…
Is my first Java messenger server too large, or should I split it up?
I'm building a simple messenger server as my first project, but the code is starting to feel much larger than expected. It currently handles loading login data from…
Are unit tests worth the effort when most of the logic depends on an external CAD API?
I'm considering rewriting a C#/.NET AutoCAD plugin that currently has no unit or integration tests. AutoCAD objects only exist inside the AutoCAD runtime, so testing code that directly…
What books can help a junior developer learn better software design?
I've been working professionally for about a year and a half, and I've designed and implemented one project largely on my own. Looking back, I can already see…
What’s the Hardest Part of Understanding a Codebase You Didn’t Write?
I'm trying to understand a common challenge developers face when joining a large or unfamiliar codebase: figuring out how the system actually works, beyond simply getting it running.…
How Can I Move Beyond Beginner Projects in Backend Development and Machine Learning?
I'm a third-year computer science student looking to use my free time more effectively. I'm interested in both backend development and machine learning, and I've already learned the…
How do you build reliable, maintainable software from the start?
I'm fairly new to programming and want to understand how professional software development should be approached, independent of any particular language or technology stack. I've been working on…
How should I structure and test a serious software project?
I'm fairly new to programming and want to learn how professional software is developed without tying the answer to a particular language or technology stack. I understand that…
I Built an AI Scheduler After a Month of Learning Go—What Should I Improve?
I'm a second-year computer science student and have been teaching myself Go for about a month. During that time, I built Chronos, an AI-powered personal scheduler. It combines…
I’ve been learning Go for a month and built an AI scheduler—what should I improve?
I'm a second-year computer science student who has been learning Go for about a month. During that time, I built Chronos, an AI-powered personal scheduler. It combines fixed…
Which Design Patterns Are Most Common in Everyday Professional Programming?
I'm familiar with many design patterns, but I'd like to understand which ones tend to appear most often in real-world software development. Are there particular patterns professionals use…
Which design patterns show up most often in everyday software development?
I'm familiar with many design patterns, but I'm curious which ones developers actually encounter and use most often in professional codebases. Are there a few patterns worth paying…
How can I understand a heavily decoupled C# system wired together with dependency injection?
I'm working with a C# codebase built around roughly 50 generic pipelines implementing Pipeline. Events are handled through many generic publishers and subscribers that implement interfaces such as…
How can I learn to build software the right way while using AI?
I've been relying heavily on AI for coding, and I'm worried that I'm getting better at producing working code without actually learning how to design and build systems…
How can I learn to build software the right way while still using AI?
I've been relying heavily on AI while coding, and I'm worried that it's helping me produce working code without actually improving my understanding. This becomes especially concerning with…