@aakankshabhende

The need for Model Context Protocol

May 20 · 6 min read · AI development often presents an illusion of standardization. When engineering structured workflows, JSON Schema is universally relied upon to force Large Language Models into returning predictable, t

Understanding vLLM: High-Performance Inference Engine for LLM

Apr 14 · 7 min read · Large language models (LLMs) like Llama, Qwen, and DeepSeek are transforming how software interacts with data. However, moving these models from a local experimental script to a highly available, mult

Understanding AI Models

Oct 14, 2025 · 6 min read · Artificial Intelligence (AI) models, especially large language models (LLMs) like GPT, Claude, or Gemini, have transformed how we interact with computers. Yet, terms like tokens, token limits, quotas, tokenizers, and parameters can seem confusing at ...

Evolution of JavaScript Modules

Sep 30, 2025 · 5 min read · JavaScript development involves many concepts and tools that help developers organize, share, and reuse code effectively. For newcomers, terms such as library, framework, UMD, and CDN can seem technical, and understanding their roles is essential for...

Understanding Quantization and Fine Tuning in Large Language Models

Sep 2, 2025 · 4 min read · Large language models (LLMs) such as GPT, LLaMA, and Falcon have billions of parameters. While these models are powerful, their size makes them challenging to run and adapt for specific use cases. Three key concepts help solve this problem: quantizat...