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AI-Assisted DevOps: Automating and Maintaining Infrastructure with AI

Cloud & DevOps copilotaiopssecurityautomationdevopsaiclaude-codemcpllmagents

Practical two-day seminar on effectively using AI tools and systems in DevOps. Covers AI coding assistants for infrastructure as code and pipelines, prompt and context engineering for operations tasks, embedding LLM APIs into CI/CD automation, agentic workflows with MCP, AI-powered observability and incident response, and the governance, security, and compliance guardrails needed to operate AI safely at scale.

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FOUNDATIONSAI in DevOps: Landscapeand Foundations3AI TOOLINGAI Coding Assistants forInfrastructure3PROMPTINGPrompting and ContextEngineering forOperations3AUTOMATIONLLM APIs in Automation3MAINTENANCEAI-AssistedTroubleshooting andMaintenance3AGENTSAgentic DevOps Workflows3OBSERVABILITYAIOps and IntelligentObservability3SECURITYGovernance, Security,and Compliance3OPERATIONSOperating AI at Scale3ASSESSMENTCapstone and Wrap-Up3LECTURELECTURELECTURELECTURELECTURELECTURELECTURELECTURELECTUREThe AI Tooling Landscapefor DevOpsHow LLMs Work:Capabilities, Limits, and…Where AI Pays Off inOperations — and Where It…Assistant Classes:Autocomplete, Chat, and…Generating and RefactoringIaC and CI/CD Pipelines…Lab: Generate and Review aTerraform Module with an…Anatomy of a Good OpsPromptContext Engineering:AGENTS.md, Instruction…Lab: Write ProjectInstructions That Steer an…LLM APIs, StructuredOutput, and…Patterns: ChangelogGeneration, PR Review,…Lab: Add an LLM-PoweredStep to a CI PipelineAI as a Debugging Partner:Errors, Logs, and Stack…Keeping Docs, Runbooks,and Dependencies Alive…Day 1 Q&A and RecapFrom Assistant to Agent:Tools, Planning, and…MCP Servers: Giving AgentsAccess to Your…Lab: Build an AgenticWorkflow with…AIOps Concepts: AnomalyDetection, Correlation,…LLMs for IncidentResponse: Summarization,…Lab: AI-Assisted IncidentInvestigation on Real LogsData Protection and SecretHandling with AI ToolsPrompt Injection, SupplyChain Risks, and Trust…Lab: Threat-Model anAI-Assisted Automation…Cost, Latency, andQuality: Running AI…Introducing AI Tooling toa Team: Policy,…Q&ACapstone: Design anAI-Assisted Automation for…Knowledge CheckClosing Questions andOutlook
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