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UID:pretalx-2025-QMZXPU@cfp.in.pycon.org
DTSTART;TZID=IST:20250913T145000
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DESCRIPTION:When you let multiple AI agents collaborate\, things can get po
 werful—and messy. How do you decide what each agent should handle? What 
 happens when they step on each other's toes or hit performance walls? This
  talk dives into those questions\, drawing from real-world lessons we lear
 ned while building TestZeus Hercules\, the first open-source testing agent
 .\nWe’ll break down what happens when agents "chat"\, share tasks\, and 
 manage memory together. You’ll hear about the unexpected challenges—li
 ke agents clashing over decisions\, coordination failures\, or struggling 
 with deterministic behavior—and how we tackled them.\nThis session is fo
 r developers who want to go beyond the basics of AI agents and understand 
 their limits. You’ll walk away with practical strategies for setting cle
 ar boundaries\, improving collaboration between agents\, and designing sys
 tems that scale without falling apart. If you’re building AI-powered too
 ls or just curious
DTSTAMP:20260317T125818Z
LOCATION:Track 3
SUMMARY:Boundaries of Multi Agent Systems - Robin Gupta
URL:https://cfp.in.pycon.org/2025/talk/QMZXPU/
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