AW Dev Rethought

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

Knowledge Vault

AI Insights: AI Guardrails — Preventing Hallucinations in Production

Posted by: Abhijith | Posted on: April 1, 2026 | 24 |

Architecture Realities: When Event-Driven Architectures Backfire

Posted by: Abhijith | Posted on: March 30, 2026 | 28 |

Security Realities: Securing Internal APIs — The Forgotten Attack Surface

Posted by: Abhijith | Posted on: March 27, 2026 | 24 |

Systems Realities: State Management in Distributed Systems — The Hard Truths

Posted by: Abhijith | Posted on: March 25, 2026 | 24 |

Engineering Decisions: Measuring Developer Productivity Without Vanity Metrics

Posted by: Abhijith | Posted on: March 23, 2026 | 21 |

Data Realities: The Cost of “Just One More Metric”

Posted by: Abhijith | Posted on: March 21, 2026 | 25 |

AWS in Production: AWS Cost Anomalies — Detecting Spikes Before Finance Does

Posted by: Abhijith | Posted on: March 20, 2026 | 38 |

Systems Realities: How Small Failures Turn Into Major Outages

Posted by: Abhijith | Posted on: March 18, 2026 | 37 |

Career Realities: Why Progress Beyond Senior Developer Becomes Difficult?

Posted by: Abhijith | Posted on: March 16, 2026 | 53 |

Production Engineering: Postmortems That Actually Change Behaviour

Posted by: Abhijith | Posted on: March 9, 2026 | 32 |

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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