Diagnose GenAI failures using Bedrock and AgentCore traces, retrieval provenance, model and prompt versioning, evaluation and controlled release gates.
Cloud Computing
Amazon AWS AIP-C01: Bedrock Streaming, Retries and Timeouts
Handle Amazon Bedrock ConverseStream errors, SDK retries, partial outputs, cancellations and side-effect safety with explicit completion and timeout states.
Amazon AWS AIP-C01: AgentCore MCP Identity and Safe Tool Actions
Design safe AgentCore MCP tool integrations using bounded schemas, caller and target identity, backend authorization, approval and idempotent actions.
Amazon AWS AIP-C01: Bedrock Prompt Versions and JSON Outputs
Use Amazon Bedrock Prompt Management, versioned prompt contracts and structured outputs without confusing valid JSON with verified business facts.
Amazon AWS AIP-C01: Bedrock Knowledge Base Freshness and Access
Keep Bedrock Knowledge Bases current and permission-aware through source versioning, synchronization, verified identity, ACL filtering and negative retrieval tests.
Amazon AWS AIP-C01: Bedrock Multimodal Data Pipelines
Build reliable multimodal Bedrock input pipelines by validating files, choosing visual versus textual processing, preserving provenance and diagnosing ingestion failures.
Amazon AWS AIP-C01: Bedrock Model Routing and Failover
How Amazon Bedrock intelligent routing, cross-Region inference and application-managed fallback differ—and how to keep model changes, data boundaries and output quality safe.
Microsoft AZ-104: Azure Files, SMB Identity and Snapshot Recovery
Configure Azure Files SMB identity, share/file ACLs, snapshots, soft delete and data recovery.
Microsoft AZ-104: VM Sizes, Disks, Encryption and Resource Moves
Administer Azure VMs and managed disks: sizing, encryption, resizing, resource moves and change acceptance.
Microsoft AZ-104: Backup Vaults, VM Restore and Site Recovery
Plan Azure VM backups, Recovery Services vaults, restores and Site Recovery failover around RPO/RTO.
Microsoft AZ-104: Monitor Logs, KQL, Alerts and Action Groups
Use Azure Monitor logs, KQL, alert rules and action groups to connect cloud telemetry to incidents.
Microsoft AZ-104: Load Balancer Pools, Rules and Probe Failures
Understand Azure Load Balancer backend pools, health probes, Layer 4 rules and common troubleshooting failures.
Microsoft AZ-104: VNet Peering, NSGs and User-Defined Routes
Troubleshoot Azure VNets using peering, NSGs, route tables, effective paths, private DNS and service access.
Microsoft AZ-104: Container Registry, ACI and Container Apps
Administer Azure Container Registry, ACI and Container Apps images, identity, revisions, ingress and scaling.
Microsoft AZ-104: App Service Plans, Slots, Scaling and TLS
Operate App Service plans, scaling, slots, DNS, TLS and rollback with evidence-driven AZ-104 checks.