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Beyond Blueprints: Architecture Insights from GIDS 2025

What does it really take to design software that lasts? As a senior developer, that question is always on my mind and GIDS 2025 offered some fresh perspectives and practical answers. Architecture was a recurring theme across many sessions — not just as a technical role, but as a way of thinking. Here are some […]

Decode LLM Quality – Eval Testing and Benchmarking LLMs: An Evaluation Guide

This blog chronicles a team’s journey in evaluating LLM outputs, transitioning from Eval.ai to a hybrid framework combining DeepEval’s synthetic test generation with LangSmith’s real-time observability. The result is a scalable, TypeScript-compatible evaluation system tailored for RAG applications and production-grade AI models.

Its 2025 And You Should Not Write Code Without Tests

In 2025, shipping code without tests should be a total no. In a landscape where deployments happen multiple times a day and services are expected to be available 24/7, undetected regressions can lead to downtime and erode user trust. Automated tests provide a safety net that ensures changes don’t introduce unexpected behavior, offering confidence and […]

Building Quick Cue: A Chrome Extension for AI Chat Shortcuts

Like many AI enthusiasts, I found myself writing the same prompts repeatedly when using Claude, ChatGPT, or Gemini. This repetitive typing wasn’t just tedious—it was a clear opportunity for optimization. What if there was a way to create shorthand abbreviations that automatically expanded into full prompts? The Solution: Quick Cue This led me to develop […]