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Agent memory, explained honestly

Guides on permission-aware retrieval, reviews of the tools in this space, and news from building a condensed context layer in the open.

Software engineers reviewing an architecture diagram, reflecting how we made decisions building our agent memory layer
News6 min read

What We Learned Building an Agent Memory Layer

Why entitlement scoring runs before freshness refresh in our agent memory layer, why memory carries a TTL, and why we are both an MCP server and client.

Rows of networking equipment with ethernet cables connected, representing the infrastructure behind mcp server memory
News6 min read

MCP Server Memory: What the Protocol Actually Changes

What mcp server memory means in practice, the real adoption numbers behind the Model Context Protocol, and why memory over MCP matters.