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Developer orchestrates multi-agent workflows by placing five web-based AIs in a single group chat

11/07/2026 — 11/07, 15:20·1 sources (all)·1 reports (all)

Key takeaways

  • A developer has shared a no-API-key multi-agent orchestration approach by adding five web-based AIs to a group chat, allowing a single promp…

Background & analysis

On November 7, 2026, a developer published a walkthrough on Juejin titled "Putting five web-based AIs into the same group chat: multi-agent orchestration without an API key." The approach is straightforward: invite five web-based AIs into a single group chat, send the same question to all of them at once, and compare the differing answers to judge which one is more trustworthy. No API key is needed anywhere in the setup. The author argues that the core weakness of relying on a single model is not that it gives wrong answers, but that there is no way to detect when it is wrong, since only one response is available to scrutinize. The write-up grounds the argument in the author's own experience doing a technology selection the previous week, when the same question was put to five models, five answers came back, and the one ultimately adopted was the option the author had favored from the start. No further reports on this workflow or its follow-up developments have appeared so far.

AI-generated from 1 reports · updated 10 hours ago

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24-hour heatHeat index 73 · peak 99 · 10h ago
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Yesterday
  1. A developer on Juejin describes orchestrating multiple agents without API keys by pulling five web-based AI chatbots into a single group chat, asking them the same question and comparing the answers. The real problem with a single model, the author argues, is not that it gets things wrong but that you have no way to notice when it does.

    掘金AI score 52

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