Build prompt for generating AI-powered insights.

============================================================================ Node Candidate Discovery ================================================

============================================================================ Helpers =================================================================

Build prompt for incident analysis and self-healing.

============================================================================ Utility Functions =======================================================

============================================================================ Helpers =================================================================

============================================================================ Event Recording =========================================================

Build prompt for scheduling decision analysis.

scoreReport calculates compliance score from control results.

Build prompt for security anomaly analysis.

shannonEntropy calculates the Shannon entropy (bits per character) of a string. Low entropy indicates a weak/predictable key.

Train the scheduling optimization model.

Train SAC policy.

Run LoRA fine-tuning locally.

Cluster information

Abort rolls back the prepared transaction.

AddRateLimited adds a request using exponential backoff based on failure count.

CalculateUtilization returns usage percentage

CheckCapability verifies if an instance has a specific capability

CheckPostgreSQLHealth checks PostgreSQL cluster health.

CheckRedisHealth checks Redis Sentinel cluster health.

CompleteDrill finishes a drill and calculates the score.

ComputeDelta computes the difference between current and last known state.

CreateAKSCluster creates a new AKS cluster

CreateConstraint creates a policy constraint from a template

CreateMigrationPlan creates a proactive migration plan for at-risk workloads.

============================================================================ On-Call Rotation ========================================================

============================================================================ Alert Classification & Routing ==========================================

DefaultConfig returns default cache configuration.

DefaultElasticInferenceConfig returns production-ready defaults

DefaultGPTQConfig returns a production-ready GPTQ config for 50B models.

DefaultMDNSConfig returns production-ready mDNS defaults

DefaultMemoryOversellPolicy returns a conservative overselling policy

DefaultOTAConfig returns production-ready OTA defaults

DefaultPostgreSQLHAConfig returns production-ready PostgreSQL HA configuration.

DefaultQuotaByTier returns default resource quotas for a tier

DeleteSeries removes time-series data matching the selector.

DrainPendingOps returns and clears pending operations for sync

EvaluatePolicy evaluates all matching constraints against a resource

Execute runs the full compression pipeline on a model.

ExecuteGPTQ performs GPTQ quantization on a model. Algorithm: 1. For each transformer layer, collect calibration activations 2. Compute Hessian H = 2

ExecutePlan deploys all components in the plan in the correct order.

Failover performs a failover to the specified target region.

GenerateNamespaceLabels generates the namespace labels for PSS enforcement.

GeneratePlan creates a capacity plan with recommendations for a cluster.

Get retrieves a custom collector by name.

GetAlertRules returns all configured alert rules (DB-first with cache fallback)

GetApplication retrieves an application by ID.

GetBackup returns a specific backup.

GetClusterHealth returns health status for a cluster.

GetComponentHealth returns health for a specific component.

GetCondition returns the condition with the given type, or nil.

GetEvents returns the most recent events.

GetHealthSummary returns overall system health status.

GetILMPolicy returns the current ILM policy.

GetIncident retrieves an incident by ID.

GetLatestDrill returns the most recent drill.

GetProvider returns a named cloud provider.

GetProvider returns a specific provider by name

GetStats returns admission chain statistics

GetStats returns cache performance statistics

GetStatus returns the reconciliation status for a cluster.

GetTicket returns a ticket by ID

GetTopologySummary returns a summary of the edge-cloud topology

GetViolations returns all recorded violations, optionally filtered by namespace.

HappensBefore returns true if vc causally precedes other.

Heartbeat processes a heartbeat from an edge node (via HTTP/MQTT)

IngestCostData adds historical cost data.

============================================================================ Lifecycle — Init → Start → HealthLoop → Stop ============================

IsCode checks if an error has a specific ErrorCode.

IsReady returns true if the Ready condition is True.

============================================================================ AKS API Methods =========================================================

============================================================================ CCE API Methods =========================================================

ListCRDs returns all registered CRD definitions

ListClusters returns all managed clusters (DB-first with cache fallback)

ListDevices returns all discovered devices

============================================================================ EKS API Methods =========================================================

ListEKSNodegroups lists node groups for a cluster

ListGKEClusters lists all GKE clusters

ListNodes returns all edge nodes (DB-first with cache fallback)

ListPolicies returns all network policies.

ListProviders returns all registered cloud providers.

============================================================================ TKE API Methods =========================================================

MayContain returns true if the key might be in the set. False means definitely not in the set.

Merge combines multiple results; first non-success wins.

MustRegister is like Register but panics on error.