Personalization

Multi-Agent Personalization with Shared Memory: From Email to Website to Proposal // Hamed Taheri

Multi-Agent Personalization with Shared Memory: From Email to Website to Proposal // Hamed Taheri

This talk explores the challenges of using multi-agent systems for mass personalization, highlighting the inconsistencies and inaccuracies that arise from traditional methods like RAG and function calling. The speaker introduces Cortex UCM, a unified customer memory system that proactively infers and standardizes customer insights. This shared, structured memory layer enables agents to achieve a deep, consistent understanding of customers, leading to high-quality, scalable generative personalization for emails, websites, and product pages.

Simple AI Upsells 30% Better Than Trained Reps

Simple AI Upsells 30% Better Than Trained Reps

Founders of Simple AI, Catheryn Li & Zach Kamran, discuss their journey from building consumer apps to creating an AI sales agent that handles inbound calls for major brands. They cover their pivot, the technical challenges of integrating with legacy systems, and how their AI outperforms human reps by leveraging hyper-personalization and rapid A/B testing.

Shaping Model Behavior in GPT-5.1— the OpenAI Podcast Ep. 11

Shaping Model Behavior in GPT-5.1— the OpenAI Podcast Ep. 11

Researchers and product managers from OpenAI discuss the evolution from GPT-5 to GPT-5.1, detailing the shift to universal reasoning models. They explore the nuanced concept of model "personality," the technical challenges of balancing steerability with safety, and how features like Memory and improved context awareness are creating more emotionally intelligent and personalized AI interactions.

Introducing ChatGPT Atlas

Introducing ChatGPT Atlas

Introducing ChatGPT Atlas, a new AI-powered browser that integrates ChatGPT at its core to rethink web interaction through conversational interfaces, contextual awareness, and autonomous agents that can perform tasks on the user's behalf.