AI Fundamentals

Plain-language primers on the core ideas of AI, machine learning, and deep learning — definitions, mental models, and how the pieces fit together. The on-ramp for newcomers.

20 articles

Adejoke AFounding writerSep 304 min read

Your Data Engineering Job Title Doesn’t Tell Me What You Do

Why the same title can mean completely different jobs depending on where you work

Self-Supervised Learning AI Safety & Alignment AI Fundamentals

Adejoke AFounding writerSep 112 min read

The AI Generalist: Opportunity or Organisational Shortcut?

AI is making generalists increasingly valuable, especially in smaller organisations. But greater capability should not become an excuse to turn one role into an entire department.

AI Fundamentals AI Safety & Alignment Generative AI MLOps & Infrastructure

Chidiebere NjokuFounding writerAug 317 min read

Your AI Is Only as Good as Your Data Pipeline

The AI revolution over the past few years has been dominated by massive foundation models, trillion-parameter counts, and futuristic chat interfaces. Yet inside engineering teams…

Foundation Models AI Fundamentals MLOps & Infrastructure Generative AI Agents & Tool Use

Chidozie ManagwuFounding writerAug 2511 min read

Designing a Split-Payment Referral System in Django: A Full Implementation Guide

Split-payment systems are deceptively hard.

AI Fundamentals AI Safety & Alignment Agents & Tool Use Applied ML Causal Inference

Chidozie ManagwuFounding writerAug 219 min read

Why Most Split-Payment Systems Fail at the Business Layer

Most payment systems are designed for checkout.

AI Fundamentals AI Safety & Alignment Federated & Distributed Learning Data-Centric ML Causal Inference

Adejoke AFounding writerAug 1911 min read

Why AI Projects Fail Before Model Training Begins

AI success depends less on the model you choose and more on the data foundations, governance, and business context you build before training starts.

AI Fundamentals Data-Centric ML AI Safety & Alignment Agents & Tool Use Foundation Models

Ula YousefAug 176 min read

Machine Learning In Production , MLOps & Machine Learning Lifecycle Part1

The greatest trick the Devil ever pulled was convincing the world that a machine learning project lifecycle ends when achieving high accuracy. And like that… he’s gone.

MLOps & Infrastructure Data-Centric ML Applied ML AI Fundamentals

Chidozie ManagwuFounding writerAug 1110 min read

Engineering a 90%+ Margin Event Marketplace: Why We Bet on Telegram Mini Apps, PHP, and Lean AI

If your event marketplace is mostly software, not operations, you can push gross margins above 90% by combining Telegram Mini Apps for zero-friction distribution, PHP for a lean backend, and AI only where it directly improves conversion, moderation, or discovery.

AI Fundamentals AI Safety & Alignment Agents & Tool Use Natural Language Processing Generative AI

Chidozie ManagwuFounding writerAug 109 min read

How to Build a Production-Ready AI Agent for $0/Month Using PHP, cPanel, and Gemini Flash

Build an autonomous function-calling AI agent on a standard LAMP stack by using PHP for orchestration, MySQL for memory, Gemini Flash for reasoning, and cPanel for deployment.

AI Fundamentals AI Safety & Alignment Agents & Tool Use Generative AI Natural Language Processing

HALIMAT MUSAAug 106 min read

Federated Learning in Computer Vision

What If AI Could Learn Without Taking the Data?

Computer Vision AI Safety & Alignment Federated & Distributed Learning Applied ML AI Fundamentals