@Faisal-devop

LLMs vs Traditional ML — When to Use What

5d ago · 7 min read · Choosing between large language models (LLMs) and traditional machine learning (ML) shapes cost, speed, and product behavior. This guide gives a practical decision path so you pick the right tool for

Cosine similarity in RAG: how it decides what your model "remembers"

Jun 1 · 6 min read · If your Retrieval-Augmented Generation (RAG) system returns irrelevant passages, the problem often sits at the retrieval step. Cosine similarity is the most common metric that decides which embeddings

Tokenization: How NLP Models Break Text into Tokens

May 25 · 4 min read · Tokenization decides how a model "sees" text — get it right and your model understands meaning and costs; get it wrong and you waste tokens or lose nuance. This post explains what tokenization is, com

LayoutBuilder vs MediaQuery in Flutter — which one should you use?

May 21 · 5 min read · Responsive UIs feel simple until a widget misbehaves on a tablet or inside a constrained parent. Pick the wrong tool and your layout either ignores available space or leaps to global assumptions. This

Const constructors — the real impact

May 21 · 6 min read · Using const feels like a small syntax sugar. But in Flutter it can change how often you allocate objects, how much work the framework does, and how snappy your app feels. This post explains what const