Watch it work
Videos
Demos and walkthroughs of Parametric Memory in use — an agent recalling from memory alone, six months of CVEs queried without re-reading a single advisory, and a shared expert memory for a fleet of coding agents.
32:23Building a TypeScript expert memory as an L2 cache for a fleet of coding agents
A full build: Claude researches TypeScript standards, ingests them into a Parametric Memory substrate, and that substrate then acts as a shared L2 cache so a fleet of agents writes to a consistent expert standard.
4:17I gave Claude a memory of every CVE from the last six months
Six months of CVEs loaded into a Parametric Memory substrate, then queried by an AI agent to answer which vulnerabilities actually affect a given stack — answered from memory, without re-reading advisories.
13:10I asked Claude for its own project history — from AI memory over MCP only
Claude is given a persistent memory substrate over MCP and asked to recall the history of its own project using memory alone — no context, no RAG. It reports what it does not know and cites a tombstoned atom to prove it.
More on the Parametric Memory YouTube channel.