Tooling for Multi-Agent: Shared Memory, Traces, and Runbooks: Agentic AI Guide (2026)

Tooling for Multi-Agent: Shared Memory, Traces, and Runbooks in Agentic AI

Intermediate Topic 7 of 8

Tooling for Multi-Agent: Shared Memory, Traces, and Runbooks

Shared memory service

Use a central store for plans, artifacts, and decisions. Agents should read/write through APIs with permissions.

Tracing and replay

You need to replay a run end-to-end to debug. Store prompts, tool calls, retrieved context, and decisions with trace IDs.

Runbooks

Document what to do when: tool failures, memory corruption, cost spikes, user complaints.

Multi-Agent Failure Modes: Collusion, Loops, and Amplified Errors Design Exercise: Build a Research Team of Agents

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