Description
Memory on Managed Agents is a filesystem. Files. Bash and code execution to read/write them. Audit trails. Permissions. Deliberately unopinionated about format. Their own engineering blog says: "We're opinionated about the shape of these interfaces, not about what runs behind them." Anthropic built the substrate. They explicitly didn't build the schema.
That's the gap KNDL slots into.
The new mental model
Anthropic Memory = WHERE (filesystem, persistence, permissions, audit)
KNDL = WHAT (the format of files Claude writes)
MCP / CLI / Skill = HOW (query, decay computation, provenance walks)
Description
Memory on Managed Agents is a filesystem. Files. Bash and code execution to read/write them. Audit trails. Permissions. Deliberately unopinionated about format. Their own engineering blog says: "We're opinionated about the shape of these interfaces, not about what runs behind them." Anthropic built the substrate. They explicitly didn't build the schema.
That's the gap KNDL slots into.
The new mental model
Anthropic Memory = WHERE (filesystem, persistence, permissions, audit)
KNDL = WHAT (the format of files Claude writes)
MCP / CLI / Skill = HOW (query, decay computation, provenance walks)