@DevItachi

Flash Attention

Oct 12, 2025 · 4 min read · This Blog is about Flash attention. This is an optimized way to build an transformers Previously we are working on Dot product attention which containing the complexity of O(N^2). Which is a quardatic complexity. To overcome the complexity constrain...

One Token to Fool LLM-as-a-Judge

Oct 11, 2025 · 4 min read · exposes a major vulnerability in how large language models 1. Problem Background Modern AI training often uses LLMs as judges — meaning, instead of humans evaluating model answers, another LLM gives a score (reward).Example: “Given a question, a mod...

PCA : A Tale of Brainrot Dimensions

Jul 9, 2025 · 4 min read · Introduction : → PCA stands for Principal Component Analysis. The idea of the PCA to reduce the dimensionality by introducing the Principal Components which aren’t correlated with each other.→ The technique is used to get High variance possible. → H...

Markov Decision Process ( RL )

Mar 13, 2025 · 2 min read · What is MDP ? The Markov Decision Process (MDP) is a mathematical framework used for modelling the decision making problems where the outcomes are partly random and controllable. Before that some entities you have to know : Agent : A reinforcement l...

Flutter Quick-Guide (For Beginners)

Mar 5, 2025 · 4 min read · Comprehensive Flutter Guide: A Scholarly Approach to Cross-Platform Development 1. Introduction to Flutter Defining Flutter Flutter is an advanced, open-source UI framework developed by Google, enabling the construction of natively compiled applicat...