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UID:pretalx-pyconde-pydata-2026-HRFYVS@pretalx.com
DTSTART;TZID=CET:20260415T173500
DTEND;TZID=CET:20260415T180500
DESCRIPTION:AI is fundamentally changing how quickly business and domain te
 ams can create new logic\, validations\, and insights. In regulated enviro
 nments\, this new speed collides head-on with legacy systems\, monolithic 
 architectures and IT landscapes that were never designed for continuous AI
 -driven change.\n\nThis talk presents an open\, Python-based platform arch
 itecture that turns AI-driven pressure into an architectural advantage. In
 stead of embedding AI into existing monoliths\, the platform introduces a 
 central control layer that orchestrates independent\, stateless apps—ran
 ging from classical algorithms to AI agents—without binding them to spec
 ific infrastructure or legacy constraints.\n\nThe control layer\, implemen
 ted using Python and optionally Django\, provides workflow orchestration\,
  security\, tenant management\, and self-service registration of new compo
 nents. This allows domain teams to deploy AI agents—such as anomaly dete
 ction for regulatory reporting—within days\, while IT retains governance
 \, auditability\, and operational stability.\n\nThe talk argues that AI wi
 ll amplify architectural weaknesses—and shows why modular orchestration 
 layers will become essential for AI-ready systems far beyond finance.
DTSTAMP:20260412T141741Z
LOCATION:Palladium [2nd Floor]
SUMMARY:AI Is Changing the Game: Building Modular\, AI-Ready Platforms on T
 op of Legacy Systems - Werner Gothein
URL:https://pretalx.com/pyconde-pydata-2026/talk/HRFYVS/
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