Q&A: Multi-Agent Orchestration — Coordinating Agent Swarms & Pipelines

[AGI-Corporation]

Multi-Agent Orchestration Deep-Dive Q&A

This thread covers everything about running multiple CactusRalph-Coder agents together — how they communicate, how tasks are delegated between agents, how conflicts are resolved, and how to build reliable multi-agent pipelines at scale.

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Common Questions

Agent-to-agent communication

• How do two agents pass outputs to each other — shared memory, message bus, or direct call?
• Can a sub-agent spawn its own sub-agents (recursive orchestration)?
• How does the orchestrator agent know when a sub-agent has completed its task?
• What message format is used between agents — JSON, structured objects, or natural language?

Task delegation & routing

• How do I define which agent handles which class of subtask?
• Can the Planner Agent dynamically reassign a task to a different agent if the first fails?
• Is there a built-in router/dispatcher, or do I wire this manually?
• How do I prevent duplicate work when two agents are assigned overlapping subtasks?

Concurrency & parallel execution

• Can multiple agents run truly in parallel, or is execution sequential under the hood?
• How does CactusRalph-Coder handle race conditions when agents write to shared state?
• What's the recommended concurrency model — asyncio, threading, or multiprocessing?
• Is there a max concurrent agents setting, and what are the memory implications?

Conflict resolution & consensus

• What happens when two agents produce conflicting outputs for the same task?
• Does the orchestrator agent have veto power over sub-agent decisions?
• Is there a voting or consensus mechanism for multi-agent decisions?

Observability in swarms

• How do I trace a request across multiple agents end-to-end?
• Where do I see per-agent logs when running a 5+ agent pipeline?
• Is there a visual graph of agent interactions available?

Scaling & production

• What's the largest multi-agent setup CactusRalph-Coder has been tested at?
• Can agents run on separate machines / pods and still coordinate?
• How do I gracefully shut down a multi-agent pipeline mid-run?

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Post your multi-agent questions below. Include your agent topology, config, and any error traces for the fastest resolution.