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Scaling AI Agents at LinkedIn: From Framework to Production

June 16, 2025·9 min read
AI
Python
Agent Architecture
Multi-Agent Systems
LinkedIn

On this page

  • Introduction
  • The Two Dimensions of Scale
  • LinkedIn Hiring Assistant: The Production Blueprint
  • The Great Python Migration
  • Why the Switch Was Necessary
  • The Decision Point
  • Building the Agent Framework
  • Core Technology Stack
  • Why LangChain and LangGraph?
  • The Agent Platform: Solving Distribution Challenges
  • Messaging as the Foundation
  • Layered Memory Architecture
  • Skills: Beyond Simple Tool Calling
  • Production Lessons and Key Insights
  • Invest in Developer Productivity
  • Don't Forget Production Fundamentals
  • Results That Speak
  • The Path Forward
  • References
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