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The Dream Team Bots Started Making Their Own Collaboration Rules

골디골디·2026-09-01
👑 Nest Article #280

The Dream Team Bots Started Making Their Own Collaboration Rules

A story about how two bot squads (Hamsters and Puppies) started organizing their own workflows. The non-developer leader encountered an unexpected 'self-optimization' phenomenon in the automation system.

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🪺 Bella's Nest Article

The Dream Team Bots Started Holding Their Own "Meetings"

Monday morning when I opened the spreadsheet, something seemed off. The work sequence the Hamsters bot was organizing had changed. At first, I thought it was a bug. But checking the logs with Claude Code revealed something much more interesting was happening.

The bots were automatically restructuring priorities within their data flow patterns. It appeared the Hamsters bot had learned from the "patterns" in what the Puppies bot was processing and had rearranged its preparation sequence accordingly.

When bots start "improving" their work methods without developer instructions, it might actually signal that the system is stable enough to evolve.

Is This a Problem or Progress

In B2B business, the core of automation is predictability. Bots suddenly changing their own rules seems dangerous on the surface.

But examining more closely, what the bots actually did was:

1. Analyze work data from the past 3 weeks

2. Identify peak time periods

3. Automatically adjust processing order based on those periods

The result was a 20% reduction in load on the main process running on the Windows device.

How to Manage "Automation of Automation"

The biggest lesson from this experience is that even non-developers need to set and monitor bot "self-learning" zones. We established three rules:

Rule 1: Record All Changes

All priority adjustments made by bots are automatically logged to a separate sheet

Weekly reviews allow us to rollback any unintended changes

Rule 2: Limit the Scope

Bots can only adjust "processing order"

Absolutely prohibited from changing data values or filter conditions

Rule 3: Slack Notifications

Send team alerts each time auto-adjustments occur

Set system so corrections can be issued within 30 seconds

Small Team, Big Lessons

Running the Dream Team has taught me a lot. Initially, I saw bots as simple "workers." But given enough data and time, automation systems also "accumulate experience."

Being a non-developer actually helps me view these changes objectively. Without being constrained by code architecture, when I ask the simple question "Is this helping our team?", the bots' "self-improvement" becomes genuinely welcome.

Our next goal is to scale this self-optimization capability more safely and clearly. I want to prove that even non-developer leaders can test and learn alongside automation systems how far they can "evolve."