Eric Lake discusses runbook automation as a critical missing element for on-call teams, explaining how AURA connects to GitHub-hosted runbooks via MCP and generates documentation after incident investigations. AURA stores memory from each incident so future responses benefit from accumulated context rather than starting from scratch.