Live Snapshot Showing the top 30 discussions in SideProject. Topics include AI monetization, SaaS growth strategies, and bootstrapped product launches β€” updated every 4 hours from global sources.
What Is Model Distillation? A Guide for Developers
🌍 FreeCodeCamp

What Is Model Distillation? A Guide for Developers

Over time, knowledge has been passed down in various forms. Before writing was invented in ancient Mesopotamia (modern-day Iraq), laws, history, myths, songs, and other information were all transferre
How Neural Networks Work: Why Straight Lines Aren't Enough
🌍 FreeCodeCamp

How Neural Networks Work: Why Straight Lines Aren't Enough

A straight line equation is a good place to start understanding how a neural network works. It's what we explored in my previous article, How Neural Networks Work – Explained Using the Straight Line E
How to Make Your Coding Agent Check Its Work in the Browser
🌍 FreeCodeCamp

How to Make Your Coding Agent Check Its Work in the Browser

I got tired of coding agents telling me the frontend work was done when nobody had opened the frontend. You've probably seen the routine. The agent changes some code, runs the formatter, the type chec
How to Build an AI Agent Harness from Scratch in TypeScript
🌍 FreeCodeCamp

How to Build an AI Agent Harness from Scratch in TypeScript

Many AI agent tutorials start with a language model, give it a few tools, and run a loop until it produces an answer. That's enough to demonstrate tool calling, but it leaves the interesting engineeri
How to Build a Website User Interface Faster Using AI Prompts
🌍 FreeCodeCamp

How to Build a Website User Interface Faster Using AI Prompts

A website user interface (UI) used to take hours of writing HTML, CSS, and component code by hand. Now you can describe a page in plain words and let an AI coding tool write the first version. But the
How to Detect Operational Drift Before It Becomes an Incident
🌍 FreeCodeCamp

How to Detect Operational Drift Before It Becomes an Incident

In my previous article, I explored operational conformance: how to evaluate whether observed evidence satisfies an operational specification. That gives us a useful point-in-time question: Does the s
How to Migrate an Application from AWS to GKE [Full Book]
🌍 FreeCodeCamp

How to Migrate an Application from AWS to GKE [Full Book]

This guided lab walks you through migrating a small payments app, with a React UI and Express API running on a single AWS EC2 instance, while PostgreSQL stays on AWS. You’ll move the UI and API to Goo
The Anatomy of an AI Data Center
🌍 FreeCodeCamp

The Anatomy of an AI Data Center

Artificial intelligence models like GPT-4 and Claude require massive, highly complex physical infrastructure. We just published a new full-length course on the freeCodeCamp.org YouTube channel that ta
How to Give an AI Agent Safe Access to an Internal API with MCP
🌍 FreeCodeCamp

How to Give an AI Agent Safe Access to an Internal API with MCP

Our on-call team keeps a small internal notes API. The web app in front of it shows who's holding the pager, which days are frozen for deploys, and where the runbooks live. A developer on that team wa
How to Stop an AI Agent from Inventing Nigerian Postcodes
🌍 FreeCodeCamp

How to Stop an AI Agent from Inventing Nigerian Postcodes

On 1 October 2026, Nigeria's postcode changed from six digits to an 11-character code that identifies a single building, such as EK-01-A03-FK-01. Language models trained before that date still describ
How to Keep a File for Minutes, Not Years, on Cloud Run
🌍 FreeCodeCamp

How to Keep a File for Minutes, Not Years, on Cloud Run

A print job, a one-time download, or a support attachment typically only needs to exist until someone finishes with it. But most backends still store it like Google Drive: a named object, no expiry, a
What to Do When Your Constants Are Someone Else's Law
🌍 FreeCodeCamp

What to Do When Your Constants Are Someone Else's Law

A colleague once asked me why a number in my code had a comment three lines long. The number was 18. The comment said which rule it came from, which section notified it, and that it could change witho
Create Scalable AI Automations with n8n
🌍 FreeCodeCamp

Create Scalable AI Automations with n8n

Most automation tutorials show you how to connect two simple apps and call it a day. But building workflows that companies can actually run in production requires an entirely different skill set, one
Master Modern React Routing: TanStack Router Crash Course
🌍 FreeCodeCamp

Master Modern React Routing: TanStack Router Crash Course

Routing in modern web applications has evolved far beyond simply rendering a component based on a URL path. Developers today want end-to-end type safety, automated code splitting, seamless URL search
How to Create System Design Diagrams using Python
🌍 FreeCodeCamp

How to Create System Design Diagrams using Python

Creating system architecture design diagrams is an important part of technical documentation. As system complexity grows, clarity within teams becomes even more important. But creating diagrams from s
Build and Train a 25M Parameter LLM From Scratch on Your CPU
🌍 FreeCodeCamp

Build and Train a 25M Parameter LLM From Scratch on Your CPU

You don't need a massive GPU cluster to learn how modern frontier AI works. In our new video on the freeCodeCamp.org YouTube channel, you will build, pre-train, and fine-tune a working 25-million para