Beyond Detection: Turning Guardrails into Deterministic Infrastructure Fixes

​Platform teams have guardrails, scanners, and policies in Sentinel or OPA.

​What they often lack is a reliable way to turn those guardrails into production-ready fixes in code.
Most organizations stop at detection. Findings accumulate. Engineers context-switch. Generative AI suggests changes that can be inconsistent or incomplete. In infrastructure workflows, “usually right” is not good enough.

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In this live workshop in New York City, we introduce the Open Remediation Language (ORL) and show how deterministic AI converts policy into validated, reviewable code changes across Infrastructure as Code environments.

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You’ll see:

• ​How policy can be translated into enforceable remediation logic

• ​Live generation of deterministic, explainable Terraform pull requests

• ​How teams maintain control by reviewing and selectively accepting fixes

• ​Where AI belongs in infrastructure workflows and where it does not

​This is a technical, in-room session. Bring your laptop. Expect live demos, architectural depth, and candid discussion.
We’ll close with networking and drinks alongside other platform and DevOps leaders navigating the same challenges.