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Dev.to
7/15/2026
107 Days of Autonomous Agents Running a Physical Gym: Operations Data and Error Logs

107 Days of Autonomous Agents Running a Physical Gym: Operations Data and Error Logs

Original: The Invisible Product: What 107 Consecutive Days of 9 Autonomous Agents Actually Produces

Short summary

A founder reports 107 consecutive days of 9 autonomous agents running a physical gym business, producing daily output across member data, IoT sensors, and infrastructure checks. Errors are logged as learning signals with prevention rules added to a written constitution (11 production constraints). The founder claims 80% operating cost reduction and invites public audit of decision logs, acknowledging the system still has blind spots.

  • 9 autonomous agents operated a physical gym for 107 consecutive days with auto-recovery of critical failures
  • Errors are filed as prevention rules in a constitution (ERR-001 pattern) rather than treated as bugs
  • Founder claims 80% operating cost reduction and openly invites community audit of decision logs

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