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    <link>https://aiopscrew.com/blog</link>
    <description>Open-source Terraform modules for AI-powered AWS operations. Tutorials, announcements, and deep dives on CloudWatch monitoring, Jenkins analysis, and infrastructure automation.</description>
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      <title>Golden AMIs: How We Provision CIS-Hardened WordPress in 30 Seconds</title>
      <link>https://aiopscrew.com/blog/golden-ami-wordpress-provisioning</link>
      <guid>https://aiopscrew.com/blog/golden-ami-wordpress-provisioning</guid>
      <pubDate>Fri, 20 Mar 2026 00:00:00 GMT</pubDate>
      <dc:creator>AI Ops Crew Team</dc:creator>
      <description>If you're provisioning WordPress from bare EC2 instances, you're burning 10+ minutes per tenant and hoping nothing drifts. We bake the entire stack into an immutable Packer-built AMI with CIS Level 1 hardening. Here's the architecture.</description>
      <category>aws</category>
      <category>packer</category>
      <category>wordpress</category>
    </item>
    <item>
      <title>Open-Sourcing Our Markdown Agent Module - AI Agents on AWS Without the Framework Bloat</title>
      <link>https://aiopscrew.com/blog/open-sourcing-markdown-agent-module</link>
      <guid>https://aiopscrew.com/blog/open-sourcing-markdown-agent-module</guid>
      <pubDate>Thu, 12 Mar 2026 00:00:00 GMT</pubDate>
      <dc:creator>AI Ops Crew Team</dc:creator>
      <description>A Terraform module for deploying AI agents on AWS Lambda with Amazon Bedrock. Define agent behavior in markdown files, write tools as plain Python functions, and deploy with terraform apply.</description>
      <category>aws</category>
      <category>terraform</category>
      <category>ai</category>
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    <item>
      <title>Eliminating Noisy Calls in Amazon Lex with a Transcribe Pre-Processing Pattern</title>
      <link>https://aiopscrew.com/blog/eliminating-noisy-calls-with-amazon-lex</link>
      <guid>https://aiopscrew.com/blog/eliminating-noisy-calls-with-amazon-lex</guid>
      <pubDate>Sat, 07 Mar 2026 00:00:00 GMT</pubDate>
      <dc:creator>AI Ops Crew Team</dc:creator>
      <description>Amazon Lex struggles with noisy caller audio. We built an open-source Terraform module that pre-processes audio through Amazon Transcribe before sending to Lex, dramatically improving intent accuracy.</description>
      <category>aws</category>
      <category>amazon-lex</category>
      <category>terraform</category>
    </item>
    <item>
      <title>Open-Sourcing Our API Gateway Custom Auth Module - Plugin-Based Authorization for AWS</title>
      <link>https://aiopscrew.com/blog/open-sourcing-api-gateway-custom-auth</link>
      <guid>https://aiopscrew.com/blog/open-sourcing-api-gateway-custom-auth</guid>
      <pubDate>Thu, 27 Feb 2026 00:00:00 GMT</pubDate>
      <dc:creator>AI Ops Crew Team</dc:creator>
      <description>A Terraform module that deploys AWS API Gateway with a plugin-based Lambda authorizer. Drop Python files into a directory to build composable, chainable auth logic.</description>
      <category>aws</category>
      <category>api-gateway</category>
      <category>security</category>
    </item>
    <item>
      <title>Introducing Jenkins Sentinel: AI-Powered Pipeline Failure Analysis</title>
      <link>https://aiopscrew.com/blog/introducing-jenkins-sentinel</link>
      <guid>https://aiopscrew.com/blog/introducing-jenkins-sentinel</guid>
      <pubDate>Wed, 04 Feb 2026 00:00:00 GMT</pubDate>
      <dc:creator>AI Ops Crew Team</dc:creator>
      <description>Jenkins Sentinel is an event-driven AI agent that analyzes pipeline failures using AWS Bedrock and delivers actionable troubleshooting recommendations via Slack, email, or PagerDuty.</description>
      <category>jenkins</category>
      <category>aws</category>
      <category>ai</category>
    </item>
    <item>
      <title>Open-Sourcing Our n8n Terraform Module: Production-Ready Workflow Automation</title>
      <link>https://aiopscrew.com/blog/open-sourcing-n8n-terraform-module</link>
      <guid>https://aiopscrew.com/blog/open-sourcing-n8n-terraform-module</guid>
      <pubDate>Thu, 02 Jan 2026 00:00:00 GMT</pubDate>
      <dc:creator>AI Ops Crew Team</dc:creator>
      <description>We built a production-ready Terraform module for deploying n8n on AWS Fargate with Aurora Serverless v2. High availability, auto-scaling, and enterprise security.</description>
      <category>aws</category>
      <category>terraform</category>
      <category>n8n</category>
    </item>
    <item>
      <title>5 Reasons to Automate CloudWatch Alarm Investigation</title>
      <link>https://aiopscrew.com/blog/5-reasons-to-automate-alarm-investigation</link>
      <guid>https://aiopscrew.com/blog/5-reasons-to-automate-alarm-investigation</guid>
      <pubDate>Wed, 17 Dec 2025 00:00:00 GMT</pubDate>
      <dc:creator>CloudWatch AI Team</dc:creator>
      <description>Manual alarm investigation is time-consuming and error-prone. Here's why automation is the future of AWS monitoring.</description>
      <category>best-practices</category>
      <category>automation</category>
      <category>aws</category>
    </item>
    <item>
      <title>How AI Investigates AWS Alarms - Under the Hood</title>
      <link>https://aiopscrew.com/blog/how-ai-investigates-aws-alarms</link>
      <guid>https://aiopscrew.com/blog/how-ai-investigates-aws-alarms</guid>
      <pubDate>Tue, 16 Dec 2025 00:00:00 GMT</pubDate>
      <dc:creator>CloudWatch AI Team</dc:creator>
      <description>A deep dive into how our AI agent uses 6 AWS tools to autonomously investigate CloudWatch alarms and provide data-driven troubleshooting.</description>
      <category>technical</category>
      <category>aws</category>
      <category>ai</category>
    </item>
    <item>
      <title>Introducing CloudWatch AI Agent - Intelligent AWS Monitoring</title>
      <link>https://aiopscrew.com/blog/introducing-cloudwatch-ai-agent</link>
      <guid>https://aiopscrew.com/blog/introducing-cloudwatch-ai-agent</guid>
      <pubDate>Mon, 15 Dec 2025 00:00:00 GMT</pubDate>
      <dc:creator>CloudWatch AI Team</dc:creator>
      <description>Discover how AI-powered monitoring transforms CloudWatch alarms from simple notifications into actionable intelligence with real-time root cause analysis.</description>
      <category>announcement</category>
      <category>aws</category>
      <category>ai</category>
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