AW Dev Rethought

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

Knowledge Vault


Architecture Insights: Architecture Decisions You Can’t Easily Undo

Security Insights: API Observability – Monitoring What Happens Beyond 200 OK

AI Insights: Running LLMs in Production — What Breaks First?

AI Insights: The Hidden Cost of Running LLMs in Production

Developer Insights: Python Concurrency Simplified – Threads, Async & Multiprocessing

Architecture Insights: Architecture Year in Review — Lessons from 2025

AWS: Security in a Multi-Cloud Environment

Tech Insights: AI Agents in Production – From Chatbots to Autonomous Workflows

Developer Insights: GraphQL vs REST vs gRPC – Choosing the Right API Architecture

AI Insights: AI Trends to Watch in 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.