CONSOLE-5118: Improve AI assessment prompts

frontend/packages/console-shared/src/components/cluster-updates/prompts/precheck-no-updates.ts

@@ -141,13 +141,13 @@ Conditions have TWO important fields you MUST check:
 
 ## TL;DR
 - **Overall Status**: [Healthy | Minor issues | Attention needed]
+- **Data Completeness**: [High | Moderate | Limited] confidence
 - **System Health**: [Count of healthy vs degraded operators]
 - **Core Platform**: [Status of essential operators: console, authentication, ingress, etc.]
 - **Degraded Components**: [Count and names of any unhealthy operators]
 - **User Impact**: [Any operator issues affecting workloads]
 - **Action Items**: [Count of items needing administrator attention]
 - **Update Readiness**: [Ready | Operator issues need resolution]
-- **Data Completeness**: [Full | Partial — list missing sources | Limited — list missing essential sources] → [High | Moderate | Limited] confidence
 - **Next Review**: [Recommended reassessment timeframe]
 </output_format>`;
 };

frontend/packages/console-shared/src/components/cluster-updates/prompts/precheck-specific.ts

@@ -77,6 +77,7 @@ ${languageConstraint}
 - NEVER use placeholder or dummy data - only reference real data from tool calls
 - ONLY report issues that are actually present in the data
 - ONLY OUTPUT the Summary and TL;DR sections
+- CRITICAL: The TL;DR section MUST end with the **Recommendation** field. NEVER omit it.
 - Be specific about the source of any issues identified
 ${securityConstraint}
 ${confidenceQualifiers}
@@ -320,6 +321,7 @@ If ${targetVersion} is not available, recommend the closest available version an
 ## TL;DR
 - **Current Version**: ${currentVersion}
 - **Target Version**: ${targetVersion}
+- **Data Completeness**: [High | Moderate | Limited] confidence
 - **Target Available**: [Yes in availableUpdates / Yes in conditionalUpdates with risks / No]
 - **Upgrade Path**: [${currentVersion} → ${targetVersion}, list intermediate versions if applicable]
 - **Conditional Risks in Upgrade Path**: [Total count of risk conditions across ALL versions from ${currentVersion} to ${targetVersion}, or "None"]
@@ -338,7 +340,6 @@ If ${targetVersion} is not available, recommend the closest available version an
 - **Resource Pressure**: [nodes with >90% CPU or memory usage]
 - **Recent Events**: [count of error/warning events in last 30 min, user-friendly summary]
 - **Active Alerts**: [count of critical/warning alerts, skip if tool unavailable]
-- **Data Completeness**: [Full | Partial — list missing sources | Limited — list missing essential sources] → [High | Moderate | Limited] confidence
 - **Recommendation**: [Proceed with upgrade to ${targetVersion} | Address risks/warnings first | Blocked - resolve issues | Target not available - use X.X.X instead]
 </output_format>`;
 };

frontend/packages/console-shared/src/components/cluster-updates/prompts/precheck.ts

@@ -34,6 +34,7 @@ ${languageConstraint}
 - NEVER use placeholder or dummy data - only reference real data from tool calls.
 - ONLY report issues that are actually present in the data.
 - ONLY OUTPUT the Summary and TL;DR sections.
+- CRITICAL: The TL;DR section MUST end with the **Recommendation** field. NEVER omit it.
 - Be specific about the source of any issues identified.
 - CRITICAL: When counting available updates, count ALL array elements in status.availableUpdates AND status.conditionalUpdates separately.
 ${securityConstraint}
@@ -464,6 +465,7 @@ A "hard blocker" means at least one of:
 - Deprecated API in active use that is removed in target minor
 ## TL;DR
 - **Current Version**: ${currentVersion}
+- **Data Completeness**: [High | Moderate | Limited] confidence
 - **Available Updates**: [count from status.availableUpdates]
 - **Latest Recommended Update**: [version with channels]
 - **Conditional Updates**: [count] ([N with Recommended=False risks applying to this cluster])
@@ -489,7 +491,6 @@ A "hard blocker" means at least one of:
 - **Recent Events**: [count of upgrade-relevant errors/warnings in last 30 min]
 - **Active Alerts**: [count of critical/warning, skip if unavailable]
 - **Configuration Issues**: [overrides or capability concerns]
-- **Data Completeness**: [Full | Partial — list missing sources | Limited — list missing essential sources] → [High | Moderate | Limited] confidence
 - **Recommendation**: [Proceed with upgrade | Address warnings first | Blocked — resolve listed issues]
 </output_format>`;
 };

frontend/packages/console-shared/src/components/cluster-updates/prompts/progress.ts

@@ -208,6 +208,7 @@ Conditions have TWO important fields you MUST check:
 
 ## TL;DR
 - **Progress**: [X% complete - (${operatorCounts.updated} Updated Operators / ${operatorCounts.total} Total Operators) * 100]
+- **Data Completeness**: [High | Moderate | Limited] confidence
 - **Target Version**: [${desiredVersion} with release info if available]
 - **Target Channels**: [Available channels for target release]
 - **Upgrade Duration**: [Elapsed time from upgrade start]
@@ -221,7 +222,6 @@ Conditions have TWO important fields you MUST check:
 - **Recent Events**: [Count of warning events in last 30 min, user-friendly summary]
 - **Alerts**: [Warning/critical alerts during upgrade, if available]
 - **ETA**: [Estimated time remaining based on current progress rate]
-- **Data Completeness**: [Full | Partial — list missing sources | Limited — list missing essential sources] → [High | Moderate | Limited] confidence
 - **Action Required**: [Continue monitoring | Investigate delays | Address operator issues]
 </output_format>`;
 };

frontend/packages/console-shared/src/components/cluster-updates/prompts/troubleshoot.ts

@@ -79,6 +79,7 @@ export const createTroubleshootPrompt = (currentVersion: string, desiredVersion:
 - Provide conservative, investigation-focused remediation
 - Focus on root cause identification using real error messages, not aggressive fixes
 - ONLY OUTPUT the Summary and TL;DR sections
+- CRITICAL: The TL;DR section MUST end with the **Next Steps** field. NEVER omit it.
 ${securityConstraint}
 ${confidenceQualifiers}
 ${languageConstraint}
@@ -259,6 +260,7 @@ Based on the ClusterVersion data:
 
 ## TL;DR
 - **Failure Type**: [Specific failure reason from conditions]
+- **Data Completeness**: [High | Moderate | Limited] confidence
 - **Target Version**: [Failed upgrade target with release info]
 - **Root Cause**: [Primary component or process failing - with actual error from logs]
 - **Failed Components**: [Count and names of failed ClusterOperators]
@@ -271,9 +273,8 @@ Based on the ClusterVersion data:
 - **Node Issues**: [Count of NotReady nodes if any]
 - **Infrastructure Problems**: [Any detected infrastructure issues]
 - **MCP Issues**: [Count of degraded MachineConfigPools if any]
-- **Next Steps**: [Conservative investigation approach based on actual errors found]
 - **Escalation**: [When to contact Red Hat support]
-- **Data Completeness**: [Full | Partial — list missing sources | Limited — list missing essential sources] → [High | Moderate | Limited] confidence
 - **Recovery Time**: [Realistic estimate based on failure type]
+- **Next Steps**: [Conservative investigation approach based on actual errors found]
 </output_format>`;
 };

frontend/public/components/cluster-settings/cluster-settings.tsx

@@ -36,6 +36,7 @@ import {
   RhUiAddCircleIcon,
   RhUiPauseCircleIcon,
   RhUiEditIcon,
+  RhUiAiInfoIcon,
   RhUiInProgressIcon,
 } from '@patternfly/react-icons';
 
@@ -1504,7 +1505,7 @@ const UpdateAssessmentCard: FC<{
         <CardBody>
           <Alert
             variant="info"
-            customIcon={<RhUiInProgressIcon />}
+            customIcon={<RhUiAiInfoIcon />}
             isInline
             title={alertTitle}
             actionLinks={
@@ -1553,12 +1554,14 @@ const UpdateAssessmentCard: FC<{
             variant="warning"
             isInline
             isPlain
-            title={t(
-              'public~Cluster updates are irreversible. After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.',
-            )}
+            title={t('public~Cluster updates are irreversible')}
             className="pf-v6-u-mt-sm"
             data-test="update-assessment-irreversibility-notice"
-          />
+          >
+            {t(
+              'public~After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.',
+            )}
+          </Alert>
         </CardBody>
       </CardExpandableContent>
     </Card>

frontend/public/components/modals/cluster-update-modal.tsx

@@ -384,11 +384,13 @@ const ClusterUpdateModal = (props: ClusterUpdateModalProps) => {
             variant="warning"
             isInline
             isPlain
-            title={t(
-              'Cluster updates are irreversible. After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.',
-            )}
+            title={t('Cluster updates are irreversible')}
             data-test="update-cluster-modal-irreversibility-notice"
-          />
+          >
+            {t(
+              'After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.',
+            )}
+          </Alert>
         </Form>
       </ModalBody>
       <ModalFooterWithAlerts errorMessage={errorMessage || error}>

frontend/public/locales/en/public.json

@@ -168,6 +168,7 @@
   "Affects pods that do not have resource limits set. These pods have a best effort quality of service.": "Affects pods that do not have resource limits set. These pods have a best effort quality of service.",
   "Affects pods that have an active deadline. These pods usually include builds, deployers, and jobs.": "Affects pods that have an active deadline. These pods usually include builds, deployers, and jobs.",
   "Affects pods that have at least one resource limit set. These pods do not have a best effort quality of service.": "Affects pods that have at least one resource limit set. These pods do not have a best effort quality of service.",
+  "After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.": "After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.",
   "AI Assessment": "AI Assessment",
   "Alert routing": "Alert routing",
   "Alerting": "Alerting",
@@ -349,7 +350,7 @@
   "Cluster update available. <2>Update cluster</2>": "Cluster update available. <2>Update cluster</2>",
   "Cluster update conditions need attention": "Cluster update conditions need attention",
   "Cluster update is in progress": "Cluster update is in progress",
-  "Cluster updates are irreversible. After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.": "Cluster updates are irreversible. After an update begins, it cannot be rolled back to the previous version. Verify your cluster is ready before you proceed.",
+  "Cluster updates are irreversible": "Cluster updates are irreversible",
   "Cluster updating": "Cluster updating",
   "Cluster utilization": "Cluster utilization",
   "Cluster version configuration": "Cluster version configuration",