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AWS nova documentation change

Service: nova · 2026-05-28 · Documentation low

File: nova/latest/userguide/nova-eval-on-sagemaker-inference.md

Summary

Mirrored updates from nova2 documentation: changed title, removed provider installation step, renumbered steps, updated notebook reference, and modified related resources.

Security assessment

Identical to the nova2 version changes - process documentation improvements without security implications. The removal of a provider installation step suggests simplification of the evaluation workflow.

Diff

diff --git a/nova/latest/userguide/nova-eval-on-sagemaker-inference.md b/nova/latest/userguide/nova-eval-on-sagemaker-inference.md
index ba7d727a8..def01f3d8 100644
--- a//nova/latest/userguide/nova-eval-on-sagemaker-inference.md
+++ b//nova/latest/userguide/nova-eval-on-sagemaker-inference.md
@@ -7 +7 @@
-OverviewSupported modelsPrerequisitesStep 1: Deploy a SageMaker endpointStep 2: Install evaluation dependenciesStep 3: Configure AWS credentialsStep 4: Install the SageMaker providerStep 5: Download evaluation benchmarksStep 6: Run evaluationsStep 7: View resultsManaging endpointsOnboarding custom benchmarksTroubleshootingRelated resources
+OverviewSupported modelsPrerequisitesStep 1: Deploy a SageMaker endpointStep 2: Install evaluation dependenciesStep 3: Configure AWS credentialsStep 4: Download evaluation benchmarksStep 5: Run evaluationsStep 6: View resultsManaging endpointsOnboarding custom benchmarksTroubleshootingRelated resources
@@ -9 +9 @@ OverviewSupported modelsPrerequisitesStep 1: Deploy a SageMaker endpointStep 2:
-# Evaluate Models Hosted on SageMaker Inference
+# Evaluate with Inspect AI SDK
@@ -15 +15 @@ This guide explains how to evaluate your customized Amazon Nova models deployed
-For a hands-on walkthrough, see the [SageMaker Inspect AI quickstart notebook](https://github.com/aws-samples/amazon-nova-samples/tree/main/customization/sagemaker-inference/sagemaker_inspect_quickstart.ipynb).
+For hands-on walkthroughs, see the [SageMaker Inspect AI sample notebooks](https://github.com/aws-samples/amazon-nova-samples/tree/main/customization/sagemaker-inspect-ai).
@@ -135,5 +135 @@ If running on Amazon EC2 or SageMaker notebooks, the instance's IAM role is used
-## Step 4: Install the SageMaker provider
-
-The SageMaker provider enables Inspect AI to communicate with your SageMaker endpoints. The provider installation process is streamlined in the [quickstart notebook](https://github.com/aws-samples/amazon-nova-samples/tree/main/customization/sagemaker-inference/sagemaker_inspect_quickstart.ipynb).
-
-## Step 5: Download evaluation benchmarks
+## Step 4: Download evaluation benchmarks
@@ -159 +155 @@ This repository includes benchmarks such as:
-## Step 6: Run evaluations
+## Step 5: Run evaluations
@@ -194 +190 @@ Setting `--max-connections` too high may overwhelm the endpoint and cause thrott
-## Step 7: View results
+## Step 6: View results
@@ -322 +318 @@ To use the Amazon Web Services Documentation, Javascript must be enabled. Please
-API reference
+Evaluation with Inspect AI
@@ -324 +320 @@ API reference
-Abuse detection for Amazon Nova Forge
+Inspect AI Container