LinkedIn Featured Article · AI Infrastructure

Hands-On AI Agent
Specializations

How I Build and Deploy Intelligent Agents Across AWS, Azure, and GCP — Organized by Use Case Domain

KO
Kehinde (Kenny) Ogunlowo Senior Multi-Cloud Security Architect & AI Platform Engineer
Active U.S. Secret Clearance
As AI moves from experimentation into production, the ability to design, deploy, and govern intelligent agents at enterprise scale is becoming a defining capability for cloud architects and AI platform engineers. Below is a breakdown of the agent types and platforms I work across — organized by use case domain — spanning conversational assistants through fully autonomous infrastructure and cross-cloud orchestration patterns.
Eight Specialization Domains
01 💬
Conversational & Copilot Assistants
Enterprise knowledge assistants and workflow copilots across all three major clouds
Amazon Q Business Amazon Lex Amazon Connect Microsoft Copilot Azure AI Bot Service Gemini for GCP Google Workspace Gemini Dialogflow
02 🤖
Autonomous Task Agents
Multi-step task execution agents with LLM-powered orchestration and event-driven triggers
Bedrock Agents Step Functions + LLM Lambda Event Agents Azure AI Agent Service Logic Apps Orchestrators Vertex AI Agent Builder
03 ⚙️
Developer & DevOps Agents
AI coding and pipeline automation with IaC auto-remediation across all major platforms
Amazon Q Developer CodeWhisperer GitHub Copilot Azure DevOps AI Gemini Code Assist Cloud Build AI Terraform Auto-Remediation
04 📊
Data & Analytics Agents
Intelligent analytics and RAG systems with natural language query across BI platforms
QuickSight Q Bedrock RAG + OpenSearch Microsoft Fabric AI Power BI Copilot BigQuery + Gemini NLQ Looker AI Vertex AI Search
05 🛡️
Security & Governance Agents
Automated threat triage, compliance validation, and IAM policy intelligence
GuardDuty + LLM Security Hub AI Defender for Cloud Sentinel AI Copilot Entra ID Risk Analysis GCP SCC Chronicle AI
06 🏥
Industry-Specific Agents
Domain-aware agents for healthcare, retail, media, and enterprise sales and supply chain
HealthLake AI Amazon Personalize Nuance DAX Dynamics 365 Copilot Vertex AI Healthcare NLP
07 🔧
Infrastructure & Orchestration Agents
Autonomous cloud ops, auto-healing clusters, FinOps optimization, and cross-cloud governance
EventBridge Ops Agents Auto-Healing EKS Cost Explorer + LLM Azure Automanage AI AutoOps for GKE FinOps Copilot
08 🌐
Cross-Cloud & Agnostic Patterns
Framework-level orchestration patterns that operate across any cloud provider
LangChain AutoGen CrewAI Self-Healing DevSecOps SOC Triage Agents CI/CD Deploy Agents Prompt Guardrail Agents FinOps Optimization Revenue Optimization AI
Software Factory Architecture
AI-Powered Software Factory

End-to-end traffic flow · Cloud resource references · Multi-cloud DevSecOps delivery

DEVELOPER ENTRY POINTS 👨‍💻 DEV Workstation Git Push / PR 🐙 GitHub Source Control GitHub Actions · Copilot 🤖 Q Dev Amazon Q Developer AI Code Assist 🔷 AzDO Azure DevOps Pipelines · AI Assist 💠 Gemini Code Assist Cloud Build AI 📋 IaC Terraform / CFN Auto-Remediation Agent CI / CD PIPELINE ZONE 📥 BUILD GitHub Actions CodeBuild · Cloud Build 🧪 TEST Unit · Integration SAST · DAST · SCA 📦 PACKAGE ECR · ACR · GAR Container Registry 🔒 SCAN Trivy · Checkov Secret Scan · IaC Lint 🚀 DEPLOY ArgoCD · Flux GitOps · Helm · Kustomize 🤖 AI AGENT Autonomous Deploy Agent Bedrock · Azure AI Agent 📋 POLICY GATE Sentinel · OPA / Gatekeeper Compliance Enforcement ☁ AWS ZONE ⚡ EKS Elastic Kubernetes Auto-healing Agent 🦾 Bedrock LLM Gateway RAG · Agents 🛡 GuardDuty Threat Detection LLM Summarization 🔍 OpenSearch Vector DB · KNN S3 Knowledge Base 💰 Cost Explorer + FinOps Agent LLM Cost Optimization · CloudWatch Metrics 🔷 AZURE ZONE ⚡ AKS Azure Kubernetes Auto-healing Agent 🧠 Azure OpenAI GPT-4 · RAG AI Agent Service 🛡 Sentinel SIEM · SOAR AI Triage Copilot 🔐 Entra ID Zero Trust IAM Risk Analysis Agent 💰 Azure Automanage · FinOps Copilot Policy Compliance · Cost Governance AI 💠 GCP ZONE ⚡ GKE Google Kubernetes AutoOps Agent 🧠 Vertex AI Gemini · Agent Builder Extensions · NLQ 🛡 Chronicle SIEM · AI Triage SCC Investigation 📊 BigQuery Gemini NLQ Looker AI · Analytics 💰 GCP AutoOps · Cost Governance AI Cloud Cost Intelligence · FinOps Framework Deploy Deploy Deploy CROSS-CLOUD ORCHESTRATION · OBSERVABILITY · SECURITY MESH 🌐 Multi-Agent Orch. LangChain · AutoGen CrewAI · RAG Mesh Cross-cloud routing Prompt guardrails 📡 Observability Prometheus · Grafana OpenTelemetry · Jaeger Latency · Hallucination Cost/req · Throughput 🔒 Zero Trust NIST 800-53 FedRAMP · CMMC L2 HIPAA · HITRUST SOC 2 · PCI DSS 🚨 SOC AI Triage Autonomous Triage GuardDuty+Sentinel Chronicle AI Incident Response ♻ Self-Healing EKS · AKS · GKE Auto-remediation Policy enforcement OPA Gatekeeper 💰 FinOps AI Cross-cloud Cost Governance Agent Revenue Optimization Marketing AI Agents FEEDBACK LOOP — OBSERVABILITY → LLM EVALUATION → CONTINUOUS IMPROVEMENT 👤 Human-in-the-Loop A/B Testing · Shadow Deploy · Feedback
Data / Deploy Flow
Security Scan / Alert
Policy Gate / FinOps
Self-Healing / Remediation
CI/CD Pipeline
🖱 Click any node to open cloud documentation
About the Author's Platform
🏰
Citadel Cloud Management
Africa's Premier Cloud Education & Digital Skills Platform
Visit Platform ↗
Citadel Cloud Management is an Africa-focused cloud education and digital skills company founded by Kehinde Ogunlowo — bridging the gap between enterprise-grade cloud expertise and the next generation of African tech talent. The platform delivers world-class training, certifications, and digital resources designed to accelerate cloud adoption across the continent.
🎓
Cloud LMS
Enterprise-grade Learning Management System with structured learning paths across AWS, Azure, GCP, DevSecOps, AI/ML, and cybersecurity frameworks.
citadelcloudmanagement.com ↗
🛒
Digital Marketplace
30,000+ SKU digital product catalog including cloud architecture templates, IaC modules, DevSecOps playbooks, AI agent prompt libraries, LUTs, presets, and overlays.
citadelbuy.com ↗
🌍
Africa Cloud Mission
Empowering African professionals with enterprise cloud skills, closing the digital divide and building a pipeline of world-class cloud architects across the continent.
Learn More ↗
🤖
AI Agent Training
Specialized curriculum covering all 8 AI agent specialization domains — from conversational assistants to autonomous infrastructure agents — across AWS, Azure, and GCP.
Explore Courses ↗
📐
Architecture Blueprints
Production-ready cloud architecture blueprints, Software Factory patterns, multi-cloud DevSecOps pipelines, and Zero Trust framework templates for enterprise teams.
Browse Templates ↗
🔐
Security & Compliance
Deep-dive training on FedRAMP, CMMC, HIPAA, HITRUST, SOC 2, PCI DSS, and NIST 800-53 — taught by a practitioner with active U.S. Secret Clearance and 11+ years in the field.
View Curriculum ↗
Cloud Resource Reference Links
☁ Amazon Web Services
Amazon Bedrock — Foundation Models & Agents Bedrock Agents — Autonomous Task Execution Amazon Q Business — Enterprise AI Assistant Amazon Q Developer — AI Coding Assistant Amazon EKS — Managed Kubernetes OpenSearch — Vector Search & RAG GuardDuty — AI-Powered Threat Detection Security Hub — Compliance Aggregation HealthLake — Healthcare AI Platform Step Functions — LLM Workflow Orchestration Cost Explorer — FinOps Intelligence Amazon Personalize — Recommendation AI
🔷 Microsoft Azure
Azure OpenAI Service — GPT-4, RAG, Assistants Azure AI Agent Service — Autonomous Agents Azure Kubernetes Service (AKS) Microsoft Sentinel — AI SIEM/SOAR Defender for Cloud — Security Posture Entra ID — Zero Trust IAM Microsoft Fabric — Unified Analytics AI Power BI Copilot — BI Intelligence Microsoft Copilot (M365 & Azure) Logic Apps & Durable Functions Orchestrators Azure Automanage — AI Ops Dynamics 365 Copilot — Sales & Supply Chain
💠 Google Cloud Platform
Vertex AI — Model Platform & Agent Builder Vertex AI Extensions — Agent Capabilities Gemini for Google Cloud — LLM APIs Gemini Code Assist — Developer AI GKE — Google Kubernetes Engine + AutoOps BigQuery — Analytics + Gemini NLQ Looker AI Assistant — BI Agents Chronicle — AI Security Investigation Security Command Center — GCP SCC Dialogflow — Conversational AI Vertex AI Search & Conversation Healthcare NLP — Clinical AI Pipelines