Writing about tech, leadership, and engineering practices

Sharing insights from my journey as a Lead Engineer, covering topics from technical architecture to team leadership.


· 9 min

Synonymic Query Expansion for Smarter Search

A deep dive into how synonym-based query expansion improves search results in LLM-powered apps and enterprise tools. Real-world cases, design patterns, and tradeoffs.

· 8 min

Gemma 3: DeepMind's Leap in Multimodal AI

A deeper look at DeepMind’s Gemma 3 — a powerful, multimodal AI model that handles long contexts, over 140 languages, and runs efficiently on a single GPU. What makes it different, and why should you care?

· 6 min

Taming Circular Dependencies with Kahn’s Algorithm

A quick, practical look at how Kahn’s Algorithm can prevent runaway cycles by neatly ordering tasks and modules. Learn how to spot circular dependencies, fix them, and keep everything running smoothly.