Month: January 2026

The Hidden Tax of Dirty Data on AI Performance — and a Developer’s Shortcut to Fixing It You’ve trained a customer segmentation model, but it’s clustering addresses from different states together. Your recommendation engine is suggesting products to customers in countries you don’t ship to. Your fraud detection system keeps flagging legitimate international transactions. Sound … Read more

Anyone who works with PyTorch model code starts asking the same questions: Why is this taking so long? How do I make my training loop faster? Whether you’re an ML engineer, a researcher or just decided to play around with a random ML repository over the weekend, you will eventually try to understand how to … Read more

When talking about different management models, it’s common to divide them culturally — by nationality or mindset. The most well-known example you’ve probably heard many times is the difference between “Eastern” and “Western” teams, where the Eastern model is, on average, characterised by higher power distance and higher uncertainty avoidance, while Western Europe tends to … Read more

Modern digital platforms are rarely built using a single technology stack. At the architectural level, enterprise systems are increasingly composed of heterogeneous ecosystems, where services written in different programming languages must interoperate reliably under performance, scalability, and operational constraints. Designing such systems requires more than implementation skills—it demands architectural judgment around integration boundaries, execution models, … Read more

The dream of a “Techno-Collectivist” society is simple: remove the human element from leadership. No ego, no greed, no reelection campaigns, and no panic. Just a machine optimizing for the survival and growth of the collective. But is it viable? Can an LLM actually manage an economy, or will it hallucinate a utopia while its … Read more

Claude Book is a framework that uses Claude Code as an orchestrated writing system. The framework follows an **orchestrator-worker pattern** with specialized agents and features a **perplexity gate** with rewriting techniques to reduce AI-slope effect.