Link Dump #238

First Friday of the month is a perfect day to start reading... yet another book :)

1. #BookOfTheMonth 
   Adopt Any Technology
   
2. Software Architecture 
   1. 8 RAG Patterns You Should Stop Ignoring #PickOfTheWeek
      This article deep-dives into the architectural patterns that separate toy demos from enterprise-grade AI. Learn how to implement self-querying to handle structured metadata and why adding a re-ranking step is the single most effective way to boost the accuracy of your generative applications.
      
3. Software Development 
   1. GitHub Faces Scaling Issues as AI Development Surges
      AI development is scaling faster than anyone predicted. This article highlights GitHub’s pivot to "availability first" as it struggles to accommodate a thirtyfold increase in workload. 
   2. DevOps Security Paradox: Why Faster Delivery Creates Risk #PickOfTheWeek
      Speed is the goal of DevOps, but it’s often the enemy of security. Learn why the current "Shift-Left" approach is failing and how to move beyond simple tool integration toward a culture of "Policy-as-Code" that can stop automated catastrophes before they scale.
   3. Vibing, Harness and OODA loop #PickOfTheWeek
      In his latest article, the author explores how the military OODA loop (Observe, Orient, Decide, Act) can be applied to software engineering to break this habit. He argues that true agility isn't just about moving fast; it’s about creating a "harness" of automated tests and traces that allow us to observe our systems accurately. 
   4. Structured-Prompt-Driven Development (SPDD) #PickOfTheWeek
      This article breaks down how a structured approach can significantly reduce the randomness of non-deterministic LLMs. It’s  for everyone who is looking to integrate AI into their workflow without sacrificing engineering discipline or long-term maintainability. 
      
4. Fun
   1. The estimate game