Engineering Systems from First Principles

Building from the Ground Up

In an ecosystem where high-level abstractions dominate, there is immense value in understanding what happens underneath the hood:

• Systems & Memory: How data structures, concurrency, and memory allocation operate in low-level environments like C/C++.
• Distributed Backends: How asynchronous message queues (Redis & Celery) decouple heavy compute workloads from real-time API latency in FastAPI microservices.
• Applied AI: How fine-tuned models (e.g. RoBERTa for emotion classification, Whisper for speech-to-text) can be optimized to run efficiently under constrained resource environments.

This blog is where I document my technical experiments, architectural decisions, and worklogs as I build systems and explore new technologies.

Stay tuned for upcoming deep dives!