

The Future of Agent Relevance | Happy hour @ Shaped HQ
The internet has become more personalized, but conversational agents have struggled to keep up. Chat interfaces may feel more personal, but they still return results that are not personalized to the user. The next generation of agents will have to address this gap.
In this special session, we’ll talk through the approaches and tools needed to support this industry shift:
How can chat interfaces provide the most personalized, relevant results to users? What retrieval approaches are needed to support that?
How can retrieval be more robust to provide the best information for each individual user?
Date and location:
📅 Dec 10 2025
📍 Shaped HQ, 15 West 18th Street, NY 10011
Agenda:
Panel discussion with experts in recommender systems (RecSys) and RAG, including:
Tullie Murrell, CEO @ Shaped, formerly AI @ Meta
Donny Greenberg, CEO @ Runhouse, formerly PyTorch
Moderated by: Dipro Bhowmik, Engineering @ Shaped
Open discussion at 6:30 followed by networking
Light refreshments provided
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