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 Isn’t Optional – It’s Architecture

Engineering Decisions: The Hidden Cost of Context Switching

Architecture Realities: The Cost of Over-Engineering Early

Career Reality Check: Skills That Actually Matter After 5 Years

Engineering Decisions: How Engineering Decisions Shape Team Productivity?

AI Insights: Why Most AI Proof-of-Concepts Never Reach Production?

CES 2026: What Actually Mattered (And What It Tells Us About the Next Tech Cycle)?

AWS in Production: The Services That Quietly Cost the Most


AW Dev Rethought Radar | Year-End Roundup (Dec 21, 2025 – Jan 3, 2026)


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.