AW Dev Rethought

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

Knowledge Vault



Architecture Realities: The Hidden Cost of Over-Engineering

87 |


AI Insights: Why AI Systems Fail Silently (And How to Catch Them)

60 |


Systems Realities: Learning From Near-Misses in Production Systems

53 |



Data Realities: Data Freshness vs Accuracy – Picking the Right Trade-off

64 |


Production Engineering: What Incident Timelines Don’t Show

74 |


AI Insights: AI Guardrails — Preventing Hallucinations in Production

55 |


Architecture Realities: When Event-Driven Architectures Backfire

67 |


Security Realities: Securing Internal APIs — The Forgotten Attack Surface

73 |



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.
Ideal for developers and creators stepping into chatbots, LLMs, and language-driven AI systems.