#tools

How I built a persistent AI memory layer — MCP server, control panel, embeddings, and a query UI that turns conversation history into usable knowledge.

I built a persistent memory layer that sits outside any single AI provider. Now every tool I use shares the same context, and it turns out the memory matters more than the model.

Prompt engineering courses are booming, but the skill they teach is depreciating fast. The durable value in AI sits above the interface.

Jensen Huang ranked OpenClaw alongside Linux. The real lesson is that users wanted AI with tool access and execution rights, and the industry spent three years optimising for the wrong thing.