KKKiran Kumarindlwithkiran.dev·Oct 12, 2025 · 4 min readFlash AttentionThis 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...00
KKKiran Kumarindlwithkiran.dev·Oct 11, 2025 · 4 min readOne Token to Fool LLM-as-a-Judgeexposes 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...00
KKKiran Kumarindlwithkiran.dev·Jul 9, 2025 · 4 min readPCA : A Tale of Brainrot DimensionsIntroduction : → 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...00
KKKiran Kumarindlwithkiran.dev·Mar 13, 2025 · 2 min readMarkov Decision Process ( RL )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...00
KKKiran Kumarindlwithkiran.dev·Mar 5, 2025 · 4 min readFlutter Quick-Guide (For Beginners)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...00