AW Dev Rethought

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

Knowledge Vault


AI in Production: Human-in-the-Loop Systems — Where AI Must Stop

AW Dev Rethought Radar | Jan 25 – Jan 31, 2026

Engineering Decisions: What Makes Senior Engineers Valuable Beyond Code

Engineering Decisions: Code Reviews That Actually Improve Systems

Architecture Realities: Designing Systems for Teams, Not Just Traffic

Security Realities: Why Most AWS Security Breaches Are Configuration Issues?

Architecture Realities: Scaling Isn’t the Hard Part – Maintaining Systems Is

Career Reality Check: Building an AI Portfolio Without Kaggle or Certifications

Architecture Realities: When Micro-services Hurt More Than They Help

AI Insights: Latency, Cost, and Accuracy — The AI Trade-off Triangle


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.