CM
Chidozie ManagwuFounding writerAug 2511 min read
Designing a Split-Payment Referral System in Django: A Full Implementation Guide
Split-payment systems are deceptively hard.
Applied ML
Real-world ML applications in healthcare, finance, climate, science, and industry.
7 articles
CM
Chidozie ManagwuFounding writerJul 248 min read
How I Design Event-Driven AI Systems for Production
A deep dive into state, retries, idempotency, observability, and reliable workflow design for modern AI products.
CM
Chidozie ManagwuFounding writerJul 118 min read
Deterministic Chunking vs Dynamic Hierarchy: Building a Production-Ready Hybrid RAG System
A deep dive into hierarchical retrieval, hybrid search, reranking, and production trade-offs in modern RAG systems
UY
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.
HM
HALIMAT MUSAAug 106 min read
Federated Learning in Computer Vision
What If AI Could Learn Without Taking the Data?
HM
HALIMAT MUSAAug 24 min read
The Hidden Cost of Annotation: Why Data Quality Is Still AI’s Biggest Bottleneck in 2026
I thought the biggest challenge in building an AI system would be the model. I discovered the real bottleneck starts much earlier, with the data.
Sarith KHLOTFounderJun 1612 min read
Neural Networks from First Principles: A Beginner’s Guide
Opening the box behind modern AI. One concept at a time: understanding the five core pieces of a neural network: data, weights, activation functions, loss, and learning.
