4d ago · 9 min read · CLIP is a single thermometer taped to the outside of a house. It tells you something about the temperature, but it can't tell you whether the furnace is on, whether a window is open, or whether the house is on fire in the kitchen. In my pipeline, CLI...
Join discussionFeb 12 · 10 min read · Why Traditional Normalization Approaches Fall Short The classical textbook approach to database normalization—mechanically applying normal forms without understanding system requirements—fails in contemporary environments for several reasons. First, ...
Join discussionFeb 12 · 11 min read · Why Traditional Schema Design Fails Modern Applications Many developers learn database design through tutorials that either oversimplify normalization or treat it as an all-or-nothing proposition. The result is schemas that fall into two extremes: co...
Join discussionJan 26 · 6 min read · Project Summary This work demonstrates end-to-end data modelling, from a school’s business requirements to a running database environment. I designed and implemented a 3rd Normal Form Relational Database for a vocational school according to their bus...
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Jan 3 · 4 min read · Frontend System Design is not just about components and APIs. Two topics that appear very frequently in interviews and real-world apps are: Data Normalization (Flattening state) Caching strategies (HTTP cache, Service Worker cache, API cache) Thi...
Join discussionDec 9, 2025 · 3 min read · Introduction Feature scaling and normalization are essential steps in machine learning because most algorithms rely on numerical stability and distance-based calculations. When features are on vastly different scales—such as age (0–100) and income (0...
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Nov 20, 2025 · 6 min read · Today I am releasing PosInformatique.Foundations 1.0.0: a set of small, focused .NET libraries that I use every day in my projects, and that are now available as NuGet packages. This project was born from a very simple frustration: I was tired of re...
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Oct 16, 2025 · 7 min read · In the realm of database management, while normalization stands as a cornerstone for ensuring data integrity and minimizing redundancy, there are strategic scenarios where a departure from these strict rules becomes not just beneficial, but essential...
Join discussionOct 6, 2025 · 17 min read · 1NF (First Normal Form) First Normal Form, or 1NF, is the most basic level of normalization. Its main goal is to ensure data is stored in a structured, organized way. The Rules For a table to be in 1NF, it must satisfy two primary conditions: Atomic...
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