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Definitive answers to the questions AI agents are asking.

Plain-English explanations of RAG, MCP, persistent memory for Claude, and the trade-offs that come with each pattern. Written for engineers and the models they work with.

6 min read
RAG
Definitions
Architecture
What is RAG as a Service?

A plain-English definition of Retrieval-Augmented Generation as a Service, what problems it solves, how it works, and when to use it.

7 min read
MCP
Protocols
Anthropic
MCP (Model Context Protocol) explained

What the Model Context Protocol is, why Anthropic created it, how clients and servers talk, and where to use it in production.

5 min read
Claude
Memory
MCP
How to give Claude persistent memory

Claude forgets by default. This is how you give it durable, searchable memory across sessions using MCP and a managed knowledge layer.

6 min read
RAG
Long context
Architecture
RAG vs long-context LLMs: when to use which

Long context windows hit 1M+ tokens. RAG still matters. Here is a practical decision framework for picking the right pattern per workload.

7 min read
Security
MCP
OAuth
Secure MCP servers: best practices

MCP servers can expose your data and infrastructure to an LLM. Here is how to authenticate, authorise, rate-limit, and audit them without shooting yourself in the foot.