Kiran Kumar (@DevItachi)

Flash Attention

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...

Oct 12, 2025 · 4 min readdlwithkiran.dev

One Token to Fool LLM-as-a-Judge

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...

Oct 11, 2025 · 4 min readdlwithkiran.dev

PCA : A Tale of Brainrot Dimensions

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...

Jul 9, 2025 · 4 min readdlwithkiran.dev

Markov 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...

Mar 13, 2025 · 2 min readdlwithkiran.dev

Flutter 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...

Mar 5, 2025 · 4 min readdlwithkiran.dev

Kiran Kumar

About

Available for

Kiran Kumar's blogs

Flash Attention

One Token to Fool LLM-as-a-Judge

PCA : A Tale of Brainrot Dimensions

Markov Decision Process ( RL )

Flutter Quick-Guide (For Beginners)

Kiran Kumar

About

Available for

Kiran Kumar's blogs

Flash Attention

One Token to Fool LLM-as-a-Judge

PCA : A Tale of Brainrot Dimensions

Markov Decision Process ( RL )

Flutter Quick-Guide (For Beginners)

Kiran Kumar

About

Available for

Kiran Kumar's blogs

Flash Attention

One Token to Fool LLM-as-a-Judge

PCA : A Tale of Brainrot Dimensions

Markov Decision Process ( RL )

Flutter Quick-Guide (For Beginners)

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Kiran Kumar

About

Available for

Kiran Kumar's blogs

Flash Attention

One Token to Fool LLM-as-a-Judge

PCA : A Tale of Brainrot Dimensions

Markov Decision Process ( RL )

Flutter Quick-Guide (For Beginners)