Blog
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.

Letta Pricing: Questions to Ask Before Buying
A practical guide to letta pricing: the questions, evidence and trial plan that make a sound decision.

Mem0 Pricing: Costs and Questions to Ask
A practical guide to mem0 pricing: the questions, evidence and trial plan that make a sound decision.

Why Enterprise MCP Gateway Demand Is Rising in 2026
Real, sourced 2026 data on enterprise MCP gateway demand: analyst forecasts, funding rounds, and breach costs, not vendor search-volume claims.

Zep Pricing After Community Edition: What It Costs Now
Zep pricing has no self-hosted tier below Enterprise. Flex runs about $1,250 a year. Here is what that means if you are still on Community Edition.

Agent Memory Benchmarks: Why Reproducing Them Matters
A published agent memory benchmark and an independent reproduction differed by nearly 20 points in 2026. What the gap measures, and our own trade-off.

What an MCP Registry Does Not Do
The official mcp registry solves discovery. It does not solve who may call a server, or what a given caller is allowed to see once connected.

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.

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.