tips

Unit Testing for Beginners: Write Your First Tests in Python and JavaScript (unittest, pytest, node:test)

Submitted by jaypabs on
Here is a situation every student developer knows. Your POS system worked yesterday. Today you changed one line in the discount code, and now the change computation is wrong, but you only find out during the capstone defense when a panelist buys a ₱99.95 item with a ₱100 bill. Unit tests exist to catch that kind of mistake in seconds, long before anyone else sees it. Many beginners skip testing

How to Name Variables and Functions: Clean Code Naming Tips with Python, JavaScript and PHP Examples

Submitted by jaypabs on
Ask any senior developer what makes code hard to work with, and you will hear the same answer again and again: bad names. A function called calc(), a variable called x, a column called flag2. The code runs, but nobody, including you three weeks later, can tell what it does without reading every line. Naming is a skill you can learn, and it pays off right away: in capstone defenses, in code reviews

How to Write Clear Git Commit Messages for Capstone and Team Projects

Submitted by jaypabs on
A good commit message is a short note to your future self and to anyone who reviews your work. In a capstone or group project it also becomes the history of how the system grew: why the login page changed, when the appointment status was added, and which teammate fixed the double-booking bug. Vague messages like update, fix or asdf waste that history. This post is a practical guide to writing

How to Read Error Messages and Stack Traces in Python, JavaScript and Java

Submitted by jaypabs on
Every programmer sees error messages every day. The difference between a beginner and an experienced developer is not that the experienced one makes fewer mistakes. It is that they read the error message and find the problem in a minute, while the beginner copies the red text into a search box, or worse, starts changing random lines and hoping. The good news: error messages and stack traces follow

Git Workflow for Capstone Teams: Branches, Pull Requests and Fixing Merge Conflicts

Submitted by jaypabs on
Almost every capstone team has lived this story. Three members work on the same system, files get passed around in group chats as login_final_v3_REAL.zip, someone copies an old version over a week of work, and two days before the defense nobody is sure which code actually runs. Git and GitHub fix this, but only if the whole team follows the same simple workflow. This guide gives you a workflow

How to Keep API Keys and Passwords Out of GitHub: .env, .gitignore and Secret Scanning

Submitted by jaypabs on
It happens to almost every developer at least once. You build a project, it finally works, you run git add . and git push... and only later notice that your database password, your email SMTP password or your API key is now sitting in a public GitHub repository. For students, it usually happens with a capstone project pushed the night before the deadline. Leaked keys are not just embarrassing

How to Write a README for Your Capstone Project (Free Template)

Submitted by jaypabs on
You spent months building your capstone project. The code works, the database is complete, and the system looks great on your laptop. Then your adviser, a panelist, or a recruiter opens your GitHub repository and sees... nothing but a list of folders. No explanation, no screenshots, no idea how to run it. Most people will close the tab within a minute. A good README fixes that. It is the front

How to Find Vulnerable Dependencies with npm audit, pip-audit and composer audit

Submitted by jaypabs on
Most of the code in a modern project is not code you wrote. A small PHP app pulls in a dozen Composer packages, a React front end can install hundreds of npm packages, and even a simple Python script often depends on libraries that depend on other libraries. Every one of those packages can contain a known security vulnerability, and attackers actively look for sites running old, vulnerable

How to Review AI-Generated Code Before You Merge: A Practical Checklist

Submitted by jaypabs on
AI coding assistants can now write whole functions, open pull requests, and even fix their own failing tests. That is a real productivity boost, but it also changes your job. You write less of the code yourself, so more of your value comes from reading it carefully before it reaches your users. Code that looks clean and passes a quick glance can still hide bugs, security holes, and design choices

The Best Tips for Learning Programming

Submitted by rems on
Programming is the means through which technology accomplishes tasks. Being a programmer is one of the highest-paying jobs today, as most individuals, companies, and even large-scale industries now rely on automated platforms that use technology to simplify and improve their work. There are numerous programming languages, each serving different roles and purposes in software development. The best