CM
Chidozie ManagwuFounding writerAug 219 min read
Why Most Split-Payment Systems Fail at the Business Layer
Most payment systems are designed for checkout.
AI Safety & Alignment
Alignment research, interpretability, robustness, fairness, and responsible AI development.
11 articles
CM
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.
AA
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
CM
Chidozie ManagwuFounding writerSep 288 min read
Building with Claude: The Production Lesson Is Bigger Than Prompting
Most discussions about building with Claude begin with prompt engineering.
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.
AA
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.
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
AA
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.
CM
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.
