Someone who likes to understand how things work under the hood.
Lately, I have been building across systems, developer tools, and ML — from low-level services in Rust to language models built from scratch.
Mostly learning by building, breaking and fixing.
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CAIRA
A research framework for evaluating AI incident-response agents under adversarial evidence, with a focus on calibration and auditability. -
KleinGPT
Implementing language models from scratch in Python, exploring tokenization, training pipelines, attention mechanisms, and Transformer architecture. -
Parking Lot OOP
A C++ parking system exploring polymorphism, RAII, smart pointers, and the Strategy pattern. -
GoodCode
A structured space for DSA practice, problem solving, and revision.
- Building a Redis-like server in Rust to understand Linux internals and systems programming.
- Digging into edge cases, regression testing, and system behavior.
- Contributing targeted fixes to established open-source projects.




