# how do multi-agent systems collaborate to solve problems

Recorded probes across gemini, nova during 2026-08-01. Brand cited 0 of 2 attempts; rivals included arxiv.org, www.ibm.com, beyondscale.tech. All statements assembled from live citation logs without model interpolation.

- Engines probed: **2** (gemini, nova)
- Total runs: **2**
- Brand citations: **0**

**Rival URLs recorded:**

- [https://arxiv.org/html/2501.06322v1](https://arxiv.org/html/2501.06322v1)
- [https://arxiv.org/html/2601.13671v1](https://arxiv.org/html/2601.13671v1)
- [https://beyondscale.tech/blog/multi-agent-systems-architecture-patterns](https://beyondscale.tech/blog/multi-agent-systems-architecture-patterns)
- [https://www.ibm.com/think/topics/multi-agent-collaboration?mhsrc=ibmsearch_a](https://www.ibm.com/think/topics/multi-agent-collaboration?mhsrc=ibmsearch_a)

Updated 2026-08-01

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