Topic Cluster // 12 Articles

MCP (Model Context Protocol)

01

How Are LLMs Scaled From 512 to 2M Context?

Six years ago, training an LLM meant context windows of 512 tokens. You could barely fit a paragraph. Today, July 2026, you can throw an entire book at a mod...

02

How to Extend LLM Context Length?

I spent the first half of 2025 watching teams hit the same wall: “Our model can’t remember the conversation from two hours ago.” They’d try everythin...

03

What Are Long Context LLMs? A Practitioner’s Guide (2026)

Let me tell you a story. Last year, a client asked me to build a system that could review a 300‑page technical compliance document and answer specific audi...

04

What Is A2A and MCP? A Practitioner's Guide to the AI Protocol Stack

You're building a production AI system in 2026. You've got models that can reason, agents that can act, and a data pipeline that streams 200K events per seco...

05

What Is Long Context in LLM? The Real Deal in 2026

You built a chatbot. It worked — until you tried feeding it a 200-page legal document. Then it forgot who you were. That’s the long‑context problem. An...

06

What Is the A2A Protocol in a Nutshell? (Agent-to-Agent Guide)

We hit a wall last year. My team was wiring two AI agents together for a logistics client — one for inventory forecasting, another for supplier negotiation...

07

What Is the Agent-to-Agent Protocol in Salesforce?

I remember the exact moment I knew we needed a better way to connect agents. March 2025. We were building a fraud detection system for a fintech client. They...

08

What is the Agent2Agent Protocol? A Practical Guide for Engineers (2026)

I spent last month wiring two AI agents from different vendors to talk to each other. One was a customer support agent from Zendesk. The other was an invento...

09

Is MCP the Same as HTTP? The Truth Developers Need in 2026

I remember the Slack message that made me snap. A customer’s lead architect asked: “So MCP is just HTTP with a different port, right?” He wasn't trolli...

10

What is the Agent-to-Agent Protocol in SAP? A Practitioner’s Guide

I spent the first half of 2025 building a multi-agent system for a logistics client. Three different teams, each convinced their agent framework was THE way....

11

How Is MCP Different From API? A Practitioner's Guide

July 19, 2026 I spent three weeks last year trying to make an LLM reliably query my company's customer database. We had REST endpoints. We had GraphQL. We ha...

12

How Is MCP Different From RAG? The Real Answer for 2026

You're building an AI system. Maybe it's a customer support agent, maybe it's an internal knowledge tool. You've heard you need RAG. Now everyone's talking a...