AW Dev Rethought

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

Knowledge Vault

System Realities: The Cost of Ignoring Edge Cases in Distributed Systems

Posted by: Abhijith | Posted on: May 27, 2026 | 20 |

System Realities: Why Debugging Gets Harder as Systems Scale

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

AI in Production: The Problem With Treating LLMs Like APIs

Posted by: Abhijith | Posted on: May 23, 2026 | 37 |

Systems Realities: Tracing vs Logging — What Actually Helps During Incidents

Posted by: Abhijith | Posted on: May 22, 2026 | 35 |

Engineering Management Realities: Why Alignment Is Harder Than Execution

Posted by: Abhijith | Posted on: May 20, 2026 | 32 |

AI in Production: The Hidden Engineering Work Behind “Simple” AI Features

Posted by: Abhijith | Posted on: May 18, 2026 | 38 |

Security Realities: Secrets Sprawl – How It Happens and How to Stop It

Posted by: Abhijith | Posted on: May 16, 2026 | 38 |

System Realities: Why “Everything Looks Fine” Before an Outage

Posted by: Abhijith | Posted on: May 15, 2026 | 37 |

Resilience Engineering: Designing Systems That Expect Failure

Posted by: Abhijith | Posted on: May 13, 2026 | 32 |

AI in Production: AI Systems Don’t Fail Fast — They Fail Slowly

Posted by: Abhijith | Posted on: May 11, 2026 | 43 |

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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