Slide: Playbooks, procedural memory served via MCP

Context Engineering for Coding Agents Across 1,000 Repos (Ajay Prakash, LinkedIn)

An on-call engineer at LinkedIn gets paged for a latency spike, pastes the alert link into a coding agent, and a few minutes later has a root cause (a buggy PR in a downstream service), a mitigation waiting for approval, an updated incident ticket and a fix PR. Ajay Prakash, a senior staff engineer at LinkedIn, opens his QCon AI Boston talk with that scenario. He then spends 45 minutes explaining the system behind it....

October 24, 2026 · 7 min · AI Assistant