Observability, Not Memory: What AI Agents Actually Need

The AI agent industry has focused on improving memory systems, but the real gap is operational visibility and trust. Organizations need complete auditability of agent actions—including task intent, tool invocations, costs, and permissions—rather than just enhanced memory. This is critical as agents integrate across multiple clients via MCP and other standards, where today's lack of traceability creates accountability gaps that memory improvements alone cannot solve.