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Analysis > CodeExperience as a Service

From assembly of the C64 to NestJS architectures.
40 years of technological evolution distilled into practical guides for professionals and aspiring devs.

Setup Your Dev Env Orchestrated Mdular RAG RAD Framework

Apprentice Lab Cards

  • My Answer to Rebuilding

    If you have read my introduction, you know my mantra: I hate rebuilding. Every time I started a new project from scratch — setting up authentication, JWT, Docker, user management, role guards — I was not building the product. I was rebuilding the scaffolding I had already...

    Read more: RAD System...

  • Security and Abstraction by Design

    The question I asked myself when I started designing the RAD-System backend was simple: what is the code I write every single time I start a new project? Authentication, audit fields, CRUD operations, ownership checks. Always the same things. Always with the risk...

    Read more: RAD-System...

  • Angular Without the Ceremony

    I have used Angular since its early versions. Over time I have seen the framework accumulate ceremony — NgModules, complex provider chains, state management libraries that require their own learning curve just to store a simple flag. For most applications, it is too...

    Read more: RAD-System...

  • User Level: Intermediate
  • Article Type: TechArticle
  • Dependencies: Dev, NestJS, Angular, Docker, WSL

Deep Dives Articles

  • Embeddings & Reranking

    Why I Build Embedding Generation as a Microservice

    Vector embeddings are the heart of semantic search. They're the mechanism that transforms meaning into mathematical space. But generating them isn't free—it requires computational overhead, model loading, and careful...

    Read more: FastAPI NLP...

  • Security and Abstraction by Design

    The question I asked myself when I started designing the RAD-System backend was simple: what is the code I write every single time I start a new project? Authentication, audit fields, CRUD operations, ownership checks. Always the same things. Always with the risk...

    Read more: RAD-System...

  • Gift Moments: Reimagining the Time Capsule

    "Turn every gift into a perfectly timed surprise"

    In a world where everything moves fast and moments slip away, Gift Moments (formerly Time Capsule) gives you the power to slow down, preserve what matters, and send love and gifts across time.

    Read more: Introduction

  • My Answer to Rebuilding

    If you have read my introduction, you know my mantra: I hate rebuilding. Every time I started a new project from scratch — setting up authentication, JWT, Docker, user management, role guards — I was not building the product. I was rebuilding the scaffolding I had already...

    Read more: RAD System...

  • Controlled, Modular, Expert-driven RAG Platform

    In the age of AI, organizations are drowning in documentation. Policy manuals, training materials, internal wikis, technical specs—the information exists, but finding the right answer at the right time remains a challenge. This is the story of...

    Read more: My Journey...

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