CONTEXTUAL AGENT PLAYBOOKS AND TOOLS: HOW LINKEDIN GAVE AI CODING AGENTS ORGANIZATIONAL CONTEXT

Summary from the TLDR Dev newsletter

LinkedIn built an “agent life-cycle service” that gives AI coding agents memory and context about how the company actually works. Instead of starting fresh each time, agents remember conversation history (so if you ask about engineers in SF then say “now London,” it gets it), respect data permissions through role-based auth, and keep humans in the loop for sensitive stuff like sending emails.