AW Dev Rethought

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

Knowledge Vault

Data Realities: Data Lineage and Observability – Bringing Clarity to Modern Data Stacks

Posted by: Abhijith | Posted on: May 2, 2026 | 11 |

AI Insights: The Illusion of AI Accuracy in Real Products

Posted by: Abhijith | Posted on: May 1, 2026 | 16 |

Performance Realities: Performance Is a Design Problem, Not a Fix

Posted by: Abhijith | Posted on: April 29, 2026 | 11 |

Systems Realities: Why Logs Alone Are Not Enough

Posted by: Abhijith | Posted on: April 27, 2026 | 25 |

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

Posted by: Abhijith | Posted on: April 25, 2026 | 19 |

Architecture Realities: Simplicity vs Flexibility in System Design

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

Product Realities: Why Great Systems Still Fail as Products

Posted by: Abhijith | Posted on: April 22, 2026 | 25 |

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

Posted by: Abhijith | Posted on: April 20, 2026 | 28 |

Systems Realities: Why Systems Fail Gradually Before They Fail Suddenly

Posted by: Abhijith | Posted on: April 20, 2026 | 29 |

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

Posted by: Abhijith | Posted on: April 18, 2026 | 27 |

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.
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