Tag: RAG

Reference architecture diagram showing an AI agent calling a website's NLWeb /ask endpoint, which extracts Schema.org JSON-LD into a vector store and exposes an MCP server
Agent Infrastructure

What Is NLWeb? Microsoft’s Agentic Web Protocol Explained

What is NLWeb? Microsoft's open agentic web protocol turns any site into…

By Surya Koritala
28 Min Read
Illustration of an enterprise knowledge retrieval layer routing a query across multiple data sources
Agent Infrastructure

What Is Foundry IQ? Microsoft’s Agentic Retrieval Layer

What is Foundry IQ? Microsoft's managed agentic retrieval layer for AI agents.…

By Surya Koritala
12 Min Read
Overloaded control panel with too many switches symbolizing an AI agent with too many tools
Agent Infrastructure

How Many Tools Can an AI Agent Have Before It Breaks?

How many tools can an AI agent have before accuracy collapses? The…

By Surya Koritala
28 Min Read
Quadrant chart comparing reranker models by latency and accuracy for production RAG in 2026
Agent Infrastructure

Best Reranker Model 2026: Cohere vs Voyage vs Jina vs Zerank

Choosing the best reranker model 2026 comes down to your latency budget,…

By Surya Koritala
30 Min Read
Horizontal bar chart visualizing 2026 LLM hallucination rates across major AI models
Observability

LLM Hallucination Rates 2026: Reasoning Flagships Lose

LLM hallucination rates in 2026 hold a surprise: reasoning flagships like Claude…

By Surya Koritala
25 Min Read
Context Engineering for AI Agents: The Playbook
Agent Infrastructure

Context Engineering for AI Agents: The 2026 Playbook

Context engineering is the 2026 discipline that replaced prompt engineering for AI…

By Surya Koritala
22 Min Read
AI agent infrastructure stack diagram — protocols, frameworks, memory, evaluation, and hardware layers
Agent Infrastructure

AI Agent Infrastructure in 2026: The Complete Guide

The complete 2026 guide to AI agent infrastructure: protocols (MCP, A2A), frameworks,…

By Surya Koritala
9 Min Read
Embedding models comparison : OpenAI, Voyage, Cohere, BGE
Agent Infrastructure

Embedding models comparison 2026: OpenAI, Voyage, Cohere, BGE

Embedding models comparison 2026: OpenAI, Voyage, Cohere, BGE, and Jina on quality,…

By Surya Koritala
18 Min Read
AI agent glossary — every term builders hear
Agent Infrastructure

AI agent glossary 2026 — every term builders hear

AI agent glossary 2026 defines the core terms builders see across tools,…

By Surya Koritala
24 Min Read
RAG tutorial Python — build a production RAG pipeline in
Agent Infrastructure

RAG tutorial Python — build a production RAG pipeline in 2026

RAG tutorial Python for 2026: build a production pipeline with OpenAI embeddings,…

By Surya Koritala
21 Min Read