#nahidmahmud

Articles tagged with #nahidmahmud

Why Public AI Benchmarks Lie (And How to Actually Evaluate Models)
We’ve all seen the flashy headlines: "Model X beats the leaderboard on MTEB!" But if you deploy that model blindly into production, you're likely setting yourself up for failure. Public benchmarks are
Sep 5, 20262 min read
Beyond Retrieval: Mastering Advanced RAG Evaluation & LLM-as-Judge
When building Retrieval-Augmented Generation (RAG) systems, retrieval metrics only tell you half the story—they show if the evidence arrived. But generation metrics tell you whether the answer actuall
Sep 2, 20262 min read1
Deep-Dive into LLM Plumbing: Tokenization, Normalization, and RAG Architecture Mechanics
Building production-grade AI systems and Retrieval-Augmented Generation (RAG) pipelines looks glamorous from the outside, but true engineering lies deep in the invisible plumbing. If you've ever built
Jul 31, 20264 min read2