Ricord / Blog
Research & engineering notes
Benchmark runs, architecture decisions, and what we're learning as we build the memory layer for AI agents.
- Engineering10 min read
Open-Source vs Hosted Memory Layers: When Each Wins
Every AI memory layer now ships in two flavors — open-source self-host or hosted SaaS. The right answer depends on five axes, not on ideology. Here's the framework, slot-by-slot.
Read post - Engineering8 min read
MCP Memory Server: A Developer's Guide
What an MCP memory server actually does, the minimum-viable version (three tools), and what separates a toy from a production one. Plus the 60-second install path.
Read post - Engineering7 min read
How to Make Claude Code Remember Across Sessions
Claude Code is brilliant within a session and amnesiac between them. Three patterns that fix it — including an MCP-native memory layer that installs in 60 seconds.
Read post - Security9 min read
Memory Poisoning: The AI Attack Vector Nobody Was Watching For
An active threat to enterprise AI agents. What it is, why most memory APIs fail, and what to evaluate.
Read post - Engineering7 min read
Why Your AI Agent Forgets: Five Problems Nobody Talks About
The five hardest memory problems in production agents — and what actually works.
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