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Using AI Verification and Fix Loop for IaC (Terraform, OpenTofu, Pulumi)

Using AI Verification and Fix Loop for IaC (Terraform, OpenTofu, Pulumi)

By Yangci Ou - Let AI agents read Terraform, OpenTofu, and Pulumi plans, compare them with what you asked for, and fix unexpected changes before asking for review.
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Will We Still Be Dealing With Infrastructure as Code in Five Years?

Will We Still Be Dealing With Infrastructure as Code in Five Years?

By James Edison - Infrastructure as code is likely to remain part of that work, with agents taking on more of the writing and operation.
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Terraform and OpenTofu: A Continuous Integration Checklist for AI-Generated Infrastructure

Terraform and OpenTofu: A Continuous Integration Checklist for AI-Generated Infrastructure

By Matt Gowie - Run formatting and validation, linting, tests, security scans, and documentation checks locally and in CI for Terraform and OpenTofu.
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From Click-Ops to IaC: A Safer Workflow with AI

From Click-Ops to IaC: A Safer Workflow with AI

By Veronika Gnilitska - Turn click-ops AWS resources into Terraform/OpenTofu with AI and MCPs, using human review gates, independent verification, and a merge checklist.
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Using AWS Adaptive Retry Mode with Terraform for Throttled API Requests

Using AWS Adaptive Retry Mode with Terraform for Throttled API Requests

By Yangci Ou - Terraform's AWS provider retries throttled requests with backoff, but each request backs off blind to the others. Adaptive retry mode adds a client-wide rate limiter that paces requests once throttling is detected to avoid being rate limited.
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