

appliedAI Developers Meetup @ Munich
The Munich AI Nexus is a senior-level meetup series for architects and engineers solving real-world production AI challenges.
Why This Exists?
We noticed something: most AI meetups show you the shiny demo. Nobody talks about why your model works in staging but crashes in prod at 2am. Or why your data pipeline is held together with duct tape and prayers.
So we built something different. Nine meetup sessions covering the stuff that actually breaks.
The result?
The Production Readiness Blueprint - an open-source collection of patterns that actually helped someone ship something. No fluff. No vendor sales pitches. Just "here's what we tried, here's what failed, here's what stuck.
MEETUP FOCUS:
This session treats execution as a core architectural concern: designing deterministic workflows, validating early to reduce runtime surprises, and isolating failures so they don't corrupt your entire system. We'll cover workflow orchestration, schema enforcement (Pydantic, JSON Schema), retry strategies, and the observability patterns that make AI systems debuggable and resilient under real-world load.
Format: 3 sessions:
Share: Production walkthrough
Dissect: Engineering decisions under constraints
Build: Challenge Lab
WHO THIS IS FOR:
AI engineers
AI architects
ML platform teams
Applied AI leads
Builders working beyond PoCs
If you’re operating agent systems in production, it is.
HOW YOU CAN CONTRIBUTE:
Share your related personal challenge, lesson learned.
Read more about each session's goal.
AGENDA coming soon...
This session is discussion-driven and workshop-style.
Host: Asaad Almutareb [founder of artiquare, appliedAI Developers MUC Meetup Curator]
The appliedAI Developers bring together engineers, researchers and tech leaders solving real-world AI challenges through knowledge exchange and collaboration.
Hosted by MCML as part of their Pitchtalk Series