AW Dev Rethought

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

Knowledge Vault

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

Posted by: Abhijith | Posted on: April 18, 2026 | 29 |

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

Posted by: Abhijith | Posted on: April 17, 2026 | 27 |

Architecture Realities: Designing for Debuggability in Distributed Systems

Posted by: Abhijith | Posted on: April 15, 2026 | 28 |

Production Engineering: Incident Fatigue — Why Teams Stop Learning from Outages

Posted by: Abhijith | Posted on: April 13, 2026 | 24 |

Architecture Realities: The Hidden Cost of Over-Engineering

Posted by: Abhijith | Posted on: April 12, 2026 | 34 |

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

Posted by: Abhijith | Posted on: April 10, 2026 | 30 |

Systems Realities: Learning From Near-Misses in Production Systems

Posted by: Abhijith | Posted on: April 8, 2026 | 27 |

AWS in Production: Serverless Observability — Debugging Distributed Functions in Production

Posted by: Abhijith | Posted on: April 6, 2026 | 26 |

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

Posted by: Abhijith | Posted on: April 4, 2026 | 28 |

Production Engineering: What Incident Timelines Don’t Show

Posted by: Abhijith | Posted on: April 3, 2026 | 25 |

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.

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