AW Dev Rethought

🕵️ Debugging is like being the detective in a crime movie where you are also the murderer - Filipe Fortes

Knowledge Vault


Systems Realities: Why Logs Alone Are Not Enough

63 |


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

74 |


Architecture Realities: Simplicity vs Flexibility in System Design

80 |


Product Realities: Why Great Systems Still Fail as Products

57 |


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

74 |


Systems Realities: Why Systems Fail Gradually Before They Fail Suddenly

66 |


AW Dev Rethought Radar | April Pulse (Apr 1–18, 2026)

69 |


AI in Production: Why AI Proof-of-Concepts Rarely Reach Production

65 |


Career Realities: Choosing Boring Technology — A Senior Engineer’s Advantage

70 |


Architecture Realities: Designing for Debuggability in Distributed Systems

86 |



NLP & LLM Foundations — From Words to Intelligence
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NLP & LLM Foundations — From Words to Intelligence

Learn how language AI works — tokenize text, build embeddings, use transformers, and deploy your own NLP models.
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