Coding Agents for Cloud Native Operations (Day-2)

Operate running infrastructure with AI. Use coding agents and LLMs to observe, diagnose, respond to incidents, performance-test, and self-heal cloud native workloads with Meshery - safely, with a human in the loop.
2 hours read

1. AI-Assisted Observability & Diagnostics

Learn how to wire Meshery’s rich observability signals into an LLM-backed coding agent that can summarize logs, cluster anomalies, and help you diagnose production issues without jumping straight to fixes.

2. Incident Response with Coding Agents

Learn how to integrate coding agents into your incident response workflow for cloud-native operations - from triage through postmortem. This course covers the boundaries of safe agent autonomy and where human judgment must lead.

3. Performance Management with AI

Learn to run structured load tests against cloud native services using Meshery performance profiles, interpret results with an LLM, and make performance a durable quality gate in your deploy loop.

4. Automated Remediation & Self-Healing

Learn how to design and operate agent-driven remediation workflows for cloud-native infrastructure - from closed-loop detection through safe automation, approval gates, and evidence-based autonomy growth.

Learning Path Exam