The text discusses the challenges and solutions related to managing organizational knowledge for incident response and remediation in modern software development environments. It highlights the complexity and pressure on development teams due to the shift-left approach, which increases their responsibilities beyond traditional roles, such as handling on-call duties and incident management. The text introduces Dynatrace's remediation intelligence as a solution that leverages AI to surface and integrate organizational knowledge at critical moments during incident response. By combining AI-driven anomaly detection and root cause analysis with historical remediation insights, Dynatrace aims to reduce mean time to resolution (MTTR) and enhance automation. The system offers a comprehensive view of incidents by consolidating logs, metrics, and topology into a single view and uses AI to suggest relevant past remediation strategies. This approach transforms reactive incident management into proactive prevention by learning from each incident, ultimately leading to more resilient and self-healing systems.