AW Dev Rethought

Truth can only be found in one place: the code - Robert C. Martin

Knowledge Vault


Systems Realities: Debugging Distributed Systems — Where to Start


AI Insights: The Illusion of AI Accuracy in Real Products

Performance Realities: Performance Is a Design Problem, Not a Fix

Systems Realities: Why Logs Alone Are Not Enough

Security Realities: Why “Compliance-Driven Security” Often Backfires

Architecture Realities: Simplicity vs Flexibility in System Design

Product Realities: Why Great Systems Still Fail as Products

AW Dev Rethought Flash: Vercel Supply-Chain Incident – April 2026

Systems Realities: Why Systems Fail Gradually Before They Fail Suddenly


NLP & LLM Foundations — From Words to Intelligence

NLP & LLM Foundations — From Words to Intelligence

Learn how language AI works — tokenize text, build embeddings, use transformers, and deploy your own NLP models.
Ideal for developers and creators stepping into chatbots, LLMs, and language-driven AI systems.