Aaditya Kumar - Engineering elegant solutions to complex problems
About
Hi, I'm Korella Aaditya, specializing in Artificial Intelligence and Machine Learning with a focus on Agentic AI, multi-agent orchestration, and LLM-based systems. I'm passionate about building scalable AI systems that integrate reasoning, orchestration, and dynamic interaction.
Skills
Check out my latest work
I've worked on a variety of projects, from simple websites to complex AI applications. Here are a few of my favorites.
Agentic Deep Researcher
AI-powered research assistant designed to automate and enhance the process of gathering, analyzing, and synthesizing information from the web. By leveraging multi-agent orchestration, integration with external APIs, and a user-friendly web interface.
Finance Advisor
The AI Financial Coach is a personalized financial advisor powered by Google's ADK (Agent Development Kit) framework. This app provides comprehensive financial analysis and recommendations based on user inputs including income, expenses, debts, and financial goals.
Investo
A powerful AI-powered financial research tool that generates comprehensive company reports using multiple specialized AI agents. This application combines web search capabilities, stock analysis, and AI-driven report generation to provide detailed insights about companies.
Multilingual Reasoning LLM
Fine-tuned an open-source GPT-OSS model using LoRA/QLoRA on a custom multilingual reasoning dataset to enhance step-by-step logical reasoning across multiple languages. Optimized training with Unsloth for reduced VRAM usage on NVIDIA T4, including explicit GPU memory management for large context handling. Achieved improved reasoning coherence and cross-lingual consistency in inference, enabling the model to tackle complex problem-solving scenarios beyond English.
I Question Things out of Curiosity
Read my latest articles on Medium.
- How Multi-Agent Systems Are Changing the Game
You might start thinking, “I wish there was some way to just ask a question and get a complete, well-researched, trustworthy answer.”
1st September, 2025 - How Do Transformers Remember ?
The multi-layer perceptron (MLP) block is the unsung hero of Transformers, the place where most of the model’s knowledge is stored.
7th August, 2025 - Attention Please !
A deep dive into the attention mechanism
6th August, 2025 - Inside The Transformers.
How Transformers actually work
3rd August, 2025 - How Neural Networks Actually Learn ?
Welcome to the fascinating world of neural networks, where math meets magic to create systems that learn like humans (well, almost).
2nd August, 2025
I like building things
Through my projects, I learned a lot.
- G
Grop
A simple grep-like tool written in Rust for searching patterns in files. - B
Brainly
Brainly is your personal knowledge management system designed to store, organize, and access your thoughts, ideas, and learning materials. With sleek, intuitive UI components and powerful search and organization features, Brainly is the ultimate digital brain for managing your thoughts. - Z
ZapPay
ZapPay is your lightning-fast, secure, and seamless digital payment solution designed for the modern world. Whether you're sending money to friends, paying for groceries, or managing your business transactions — ZapPay makes it instant, effortless, and reliable. - V
Vibe
Vibe is a chill, modern chat app that lets users drop into themed rooms and connect in real-time. Whether it’s work, study, or casual hangouts — create your vibe, and chat away. - M
Machine Learning
Machine Learning Resources - S
Student Training & Certification Management Platform
A comprehensive web application for managing staff training programs and certifications. - R
Research Assistant
Research Assistant is a tool designed to help researchers and academics streamline their literature review process. It provides features for document analysis, paper summarization, and research synthesis using advanced AI capabilities.
Get in Touch
Want to chat? Just shoot me a dm with a direct question on twitter or Just Mail to aadityakumar4042@gmail.com and I'll respond whenever I can.