Teaching AI the “Why” Behind Decisions: A Trillion-Dollar Opportunity

​AI Agents backed by context graphs could be the next big opportunity. The value lies in capturing rich decision traces—the “why” behind every action. By embedding these nuances into AI agents, organizations can truly understand the complex reasoning, exceptions, and human judgment that shaped them—enabling more autonomous and trustworthy systems.

​Today, we ask AI models to make complex decisions without access to organizational precedents. Without this captured reasoning, employees are left to manually piece together context across disconnected tools.

​Following our inaugural meetup, this second Context Graph event will explore this paradigm shift. Join founders, VCs, architects, and engineers to discuss how capturing organizational intelligence will unlock the next generation of truly capable AI systems.

​Agenda

• ​5:00 pm – Check-in & Networking

• ​5:20 pm – Introductions & Welcome

• ​5:30 pm – Context graph panel discussion moderated by Philip Rathle and with panelists:

  • ​Sam De Brouwer, CEO, XY.AI

  • ​Emil Eifrem, Founder and CEO, Neo4j

  • ​Apurva Garware, AI Product leader, Trust & Knowledge Graph Infrastructures, and former CPO, Invisible Technologies

  • ​Andres Espinosa, CTO, bundleIQ

• ​6:30 pm - Break

• ​6:45pm – Technical Talks

  • ​Talk 1: Context Graph and Memory with Jeremy Adams

  • ​Talk 2: Cognee with Vasilije Markovic

• ​7:45 pm – Wrap-up, Q&A,

• ​8:30 pm Closing Conversation

​Drinks and food will be provided.