

Kickoff CoLM with EPAM & AI Circle | Happy Hour + Expert Panel: Whats Missing From The Stack?
The Missing Layer: What Frontier AI Still Needs From the Real World
As frontier models move from answering questions to performing increasingly complex, long-horizon work, the problems around training and evaluation are changing with them.
Synthetic data, expert feedback, simulated environments, verifiers and increasingly sophisticated evals are pushing capability forward, but real-world workflows continue to expose gaps that benchmarks alone don't always capture.
Ahead of CoLM, EPAM × AI Circle are bringing together researchers and technical leaders for a candid conversation about what is working today, where teams are still relying on workarounds or building internally, and what the next generation of AI systems will require.
We'll explore the signals, environments, tools and infrastructure researchers need as models move deeper into real-world work — followed by drinks and conversation with the community.
+1's will not be admitted without prior approval
October 5 | San Francisco - Location Shared Upon RSVP
Happy Hour + Expert Panel
Invite Only
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ABOUT <epam>
<epam> is a global digital engineering and AI transformation company working at the intersection of software engineering, cloud, data, and artificial intelligence. The company partners with organizations to build and scale AI-enabled products, platforms, and enterprise systems, with a focus on turning emerging technologies into reliable, production-ready solutions.
ABOUT AI Circle
AI Circle is a community of practitioners across research and deployment that are advancing the frontier of AI. Our members come from frontier AI native startups through large enterprises. We host events at our chapters in SF, NYC, Seattle, London, Paris, MIT and Stanford. Learn more about AI Circle.