PLUR Blog

Open memory, written down.

Architecture, positioning, and enterprise engineering behind the open engram format — published as we build it.

Should AI Memory Be Stored as Open Engrams or Baked Into Model Weights?

AI agent memory should be stored as open, external engrams — not baked into model weights — whenever it must be inspectable, correctable, deletable, or portable across tools.

2026-07-02 · Tris

Is There an Open Standard for AI Agent Memory Engrams?

No single RFC-level standard exists for AI agent memory engrams as of mid-2026 — but MCP and the open engram format are converging on one. Here's the current landscape.

2026-07-02 · Tris