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Model Eval in Generative AI: The Ultimate Guide to Metrics, RAG Frameworks, and Best Practices
access_time 2026-02-13T08:21:49.147Z face SaratahKumar C
Model Eval in Generative AI: The Ultimate Guide to Metrics, RAG Frameworks, and Best Practices Introduction: The "It Works on My Machine" Crisis If you have spent any time building applications with Large Language Models (LLMs), you have likely experienced the "magic moment." You write a prompt, may...
RAG in Generative AI: The Definitive 2025 Masterclass
access_time 2026-02-10T09:11:02.895Z face SaratahKumar C
RAG in Generative AI: The Definitive 2025 Masterclass Introduction: The RAG Revolution in 2025 If you have been following the trajectory of Generative AI, you know that the initial euphoria of 2023—where we marveled that ChatGPT could write a poem—has settled into the pragmatic engineering reality o...
FAISS in Generative AI: The Definitive Technical Guide to Vector Search and RAG
access_time 2026-02-09T08:41:42.388Z face SaratahKumar C
FAISS in Generative AI: The Definitive Technical Guide to Vector Search and RAG Introduction: The Memory Bottleneck in Generative AI We are currently living through a paradigm shift in software engineering. The rise of Large Language Models (LLMs) like GPT-4, Claude, and Llama has transformed how we...
Unlocking AI Agents: How Model Context Protocol (MCP)
access_time 2025-10-08T05:01:37.945Z face SaratahKumar C
MCP in Generative AI: The Complete Guide to Model Control Plane and Model Context Protocol - Architecture, Implementation, and Enterprise Deployment Executive Summary: Model Control Plane (MCP) represents the evolution of AI infrastructure from single-model applications to scalable, governed, multi-...
The Rise of A2A: How AI Agents Are Finally Starting to Talk to Each Other
access_time 2025-10-07T05:17:33.851Z face SaratahKumar C
Agent-to-Agent (A2A) Interaction in Generative AI: The Future of Multi-Agent LLM Systems The landscape of artificial intelligence is rapidly evolving from single-agent systems to sophisticated multi-agent ecosystems where LLM-powered agents collaborate, negotiate, and coordinate tasks autonomously. ...