The Deep Dives

Beyond Scripts: Building Truly Resilient Systems with AI-Powered Self-Healing and GenAI


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Are you tired of constant firefighting in your complex systems? In this episode, we explore the shift from brittle traditional automation to intelligent, AI-powered Self-Healing Systems. Join us for a deep technical dive relevant for Engineering Managers, SREs, DevOps Engineers, and C-Level Execs.

We dissect:

  • The core concepts of Autonomic Computing and Self-Healing.  
  • How the MAPE-K control loop (Monitor, Analyze, Plan, Execute, Knowledge) enables autonomous operation.
  • Essential architectural patterns like Circuit Breakers, Bulkheads, and cloud-native resilience techniques.  
  • The pivotal role of AI/ML in advanced anomaly detection, predictive failure analysis, and automated Root Cause Analysis (RCA).  
  • The emerging frontier of Generative AI (GenAI): generating novel repairs, simulating complex scenarios, and creating adaptive responses.  
  • Real-world challenges: tackling complexity, ensuring data quality, addressing security vulnerabilities (including adversarial AI), and navigating the ethical landscape.
  • Future trends: Explainable AI (XAI), advanced Reinforcement Learning, and the evolution of AIOps.


Tune in for practical insights and examples to help you architect the next generation of resilient, self-managing systems.

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The Deep DivesBy Rajat Gupta