Architecture Reference · Principal Engineering · All Nodes Linked to Official Docs
KEHINDE SAMSON OGUNLOWO
Principal AI Engineer · Multi-Cloud DevSecOps Architect · Agentic AI and MLOps Platform Leader
Houston, TX | U.S. Citizen | Active Secret Clearance | 11+ Years Enterprise Experience
↗ Every node links to official documentation — click any chip to open docs
01 Impact Metrics
9x
MTTD Improvement
70%
Provisioning Reduction
40%
Manual Review Cut
10TB+
Daily Telemetry
75%
Container Vuln Reduction
85%
Unauth Access Reduction
500+
Autonomous AI Agents
99.99%
Uptime SLA
02 AI Agent & LLM Platform Layer
Conversational & Copilot
Amazon Q Business
Amazon Lex
Amazon Connect AI
M365 Copilot
Azure AI Bot Service
Azure OpenAI Service
Gemini Workspace
Dialogflow CX
CCAI
Autonomous Task Agents
Bedrock Agents
Step Functions LLM
Lambda Event Agents
Bedrock Knowledge Bases
Azure AI Agent Service
Logic Apps LLM
Durable Functions
Azure AI Foundry
Vertex AI Agent Builder
Cloud Workflows LLM
Developer & DevOps Agents
Amazon Q Developer
Amazon CodeGuru
CodePipeline AI
GitHub Copilot
Azure DevOps AI
IaC Advisory Agents
Gemini Code Assist
Cloud Build AI
Cloud Deploy
AI Orchestration Frameworks
LangChain
LangGraph
LangFlow
LangSmith
Chains & LCEL
Multi-Agent Graphs
LangGraph Persistence
LLM Tracing & Observability
LLM Evaluation & Testing
Visual Flow Builder
AutoGen
CrewAI
RAG Architecture
Prompt Versioning
Prompt Guardrails
Hugging Face
TensorFlow
PyTorch
SageMaker MLOps
03 Industry Verticals & Domain AI
Healthcare & Clinical AI
FHIR R4
HealthLake
Dragon Copilot (Nuance DAX)
SNOMED CT
LOINC
ICD-10
CDS Hooks
DICOM / PACS
Defense & Government
AWS GovCloud
Azure Government
Assured Workloads
MITRE ATT&CK
CMMC Compliance
IoT Telemetry AI
Finance & Tax
Tax Automation AI
Claims Processing AI
Dynamics 365 Copilot
FinOps AI
Azure FinOps Copilot
PCI-DSS
Energy & Industrial
ICS / OT Detection
Predictive Maintenance AI
Field Service AI
TensorFlow / PyTorch
IoT Fleet 1,000+ Assets
Prometheus Monitoring
04 Featured Open Source Project · Citadel SaaS Factory
Universal Full-Stack SaaS Production Framework ·
github.com/kogunlowo123
500+
Autonomous Agents
30
SaaS Domains
12
Model Providers
5
IDE Surfaces
$0
Software Cost
Cross-IDE Agent Surfaces
Claude Code
Cursor
GitHub Copilot
OpenAI Codex
Google Jules
LangChain
AutoGen
CrewAI
Reference Stack
FastAPI
Next.js
K3s
ArgoCD
Kubernetes
Docker
GitHub Actions
PostgreSQL
Engineering Principles
Never-Stop Auto-Remediation
CYCLE_INTERVAL=0
Multi-Agent Verification
MCP-First Tooling
Policy-as-Code Guardrails
GitOps Delivery
Evidence-Based Outputs
05 Multi-Cloud Platform
AWS
AI / ML
Amazon Bedrock
SageMaker
HealthLake
Personalize
Comprehend Medical
Security & Detection
GuardDuty LLM
Security Hub
Macie
AWS Config
IAM Policy AI
AWS WAF
Data & Analytics
QuickSight Q
OpenSearch Serverless
Redshift
S3 Knowledge Base
Infrastructure & FinOps
EKS
ECS
Lambda
EventBridge Agents
Cost Explorer LLM
GovCloud
Nitro Enclaves
KMS + HSM
AWS Shield
Security Groups
NACLs
Transit Gateway
Cognito CIAM
AZURE
AI / ML
Azure OpenAI GPT-4
Azure Machine Learning
AI Foundry
Dragon Copilot (Nuance DAX)
Dynamics 365 Copilot
Health Data Services
Security & Detection
Sentinel AI
Defender for Cloud
Defender XDR
Entra ID Risk AI
CSPM
Key Vault
Data & Analytics
Fabric AI Copilots
Power BI Copilot
Synapse Analytics
Azure AI Search
OpenAI RAG
Infrastructure & FinOps
AKS
Azure Functions
Automanage AI
FinOps Copilot
Azure Policy AI
Azure Government
Terraform
Bicep
ARM Templates
VPN Gateway
VNet Peering
NSGs
Azure Firewall
DDoS Protection
Azure AD B2C
GCP
AI / ML
Vertex AI
Gemini for Cloud
Healthcare NLP
Retail Recommendations
Vertex AI Pipelines
Security & Detection
SCC AI
Chronicle AI
BeyondCorp
Cloud Armor
IAP
VPC Service Controls
Assured Workloads
Data & Analytics
BigQuery Gemini NLQ
Looker AI
Vertex AI Search
Dataflow
Pub/Sub
Infrastructure & FinOps
GKE Autopilot
Cloud Run
AutoOps Agents
Cost Optimize AI
Confidential GKE
Binary Authorization
Cloud KMS + HSM
VPC Firewall
Cloud Interconnect
Cloud IAM
DLP API
Policy Intelligence
06 Threat-Driven Detection Engineering & Detection-as-Code
Detection Pipeline
Telemetry Ingestion
Normalization & Enrichment
Threat Intel Correlation
SIGMA / YARA / KQL Authoring
Detection CI/CD Gate
SIEM / SOAR Push
MITRE ATT&CK Mapping
Lifecycle Management
Detection Rule Languages
SIGMA
YARA
YARA-L
KQL
SPL
Snort
Suricata
Chronicle Rules
Coverage Domains
SaaS & Apps
Infrastructure & Platform
Cloud Services
Endpoint / EDR
ICS / OT
Identity & IAM
MITRE ATT&CK Coverage
TA0001 Initial Access
TA0002 Execution
TA0003 Persistence
TA0004 Priv Escalation
TA0005 Defense Evasion
TA0006 Credential Access
TA0007 Discovery
TA0008 Lateral Movement
TA0009 Collection
TA0010 Exfiltration
TA0011 Command & Control
TA0040 Impact
07 AI-Powered Security Operations Center
AI-Powered SOC — Real-Time Operations
Input
Alert & Telemetry Ingestion
GuardDuty Events
Sentinel Alerts
Chronicle Findings
Defender XDR
SCC Findings
Security Hub
PHI Exfiltration Signals
Insider Threat Signals
AWS CloudTrail
Azure Info Protection
GCP DLP API
AWS Shield
Azure DDoS Protection
Cloud Armor DDoS
Triage
Autonomous LLM Triage & Summarization
LLM Alert Summarization
Auto Severity Scoring
False Positive Suppression
Threat Actor Profiling
SOAR Enrichment
MTTD Reduction
Response
SOAR Orchestration & Automated Response
Playbook Automation
Auto-Remediation Agents
Threat Hunting Automation
Incident Ticket Creation
Evidence Collection
Cortex XSOAR
08 Security Data Engineering
Petabyte-Scale Threat Telemetry Pipelines
Ingestion & Streaming
Apache Kafka
Pub/Sub
EventBridge
Azure Event Hub
AWS Glue
Azure Data Factory
Dataflow
Storage & Security Lakes
Chronicle Security Lake
BigQuery Security Lake
Amazon Security Lake
Azure Synapse
OpenSearch
Elasticsearch
PostgreSQL + pgvector
Enrichment & Intelligence
Threat Intel Feeds (STIX)
MITRE ATT&CK Mapping
IOC Correlation
Anomaly Detection
NLP Entity Extraction
Drift Monitoring
Databricks ETL
GCP Dataflow Pipelines
Azure Data Factory
09 DevSecOps & Platform Engineering
CI/CD, IaC & Supply Chain Security
Terraform
Helm
GitHub Actions
Azure DevOps
Cloud Build
Jenkins
Ansible
GitOps
SAST Gates
DAST Gates
Prisma Cloud Scan
GitGuardian Secrets
Binary Authorization
CloudFormation
Puppet
Maven
TeamCity
Nexus Repository
Shell Scripting
Bicep IaC
ARM Templates
Prisma Cloud
Containers, Orchestration & Observability
GKE
AKS
EKS
Docker
Kubernetes
Prometheus
Grafana
ELK Stack
Azure Monitor
Cloud Monitoring
SLO/SLI Engineering
KEDA Autoscaling
Pod Security Standards
Defender for Kubernetes
AWS Inspector Containers
Falco Runtime Security
Trivy Scanner
VMware vSphere
Ubuntu Server
Red Hat Enterprise Linux
Windows Server
10 Identity, Zero Trust & Encryption
Identity & Access Management
Microsoft Entra ID
Google Cloud IAM
AWS IAM
OAuth 2.0
SAML 2.0
OpenID Connect
CyberArk PAM
Workload Identity
BeyondCorp Enterprise
Zero Trust Architecture
Azure AD B2C
AWS Cognito
SCIM
RBAC
Conditional Access
Entra Governance
Azure AD Connect
Defender for Cloud
AWS Config
GCP BeyondCorp
Encryption & Confidential Computing
FIPS 140-2
Cloud KMS + HSM
Azure Key Vault
Intel SGX
AMD SEV
Confidential GKE
AWS Nitro Enclaves
VPC Service Controls
AWS KMS
11 Databases & Data Platforms
Data Stores & Streaming
PostgreSQL
pgvector (AI Embeddings)
MySQL
MongoDB
Redis
BigQuery
Azure Synapse
Amazon Redshift
Elasticsearch
OpenSearch
Apache Kafka
Pub/Sub
PgBouncer
Amazon RDS
Cloud SQL
SQL Server
Apache Cassandra
Databricks
GCP Dataflow
Azure Synapse
Amazon Redshift
BigQuery
Azure Data Factory
11A CRM, ERP & Business Platforms
Salesforce Platform
Salesforce API
SOQL / SOSL
Apex Development
Lightning Web Components
Platform Events
Einstein AI
Salesforce Data Cloud
REST API
Salesforce DX
Flow Builder
Shield Encryption
Integration Patterns
Microsoft Dynamics 365
D365 Sales
D365 Customer Service
D365 Field Service
D365 Finance
D365 Supply Chain
Power Platform
Power Apps
Power Automate
Customer Insights
Dataverse / CDM
D365 Copilot
CRM Integration & Tools
HubSpot CRM
ServiceNow
Zapier Automation
MuleSoft Integration
Azure Data Factory ETL
Informatica Cloud
Dell Boomi
Bulk Data Migration
OAuth 2.0 SSO
SCIM Provisioning
12 Compliance & Regulatory Frameworks
Frameworks & Standards
FedRAMP High
CMMC Level 2
HIPAA
HITRUST CSF
SOC 2 Type II
PCI-DSS Level 1
NIST 800-53
NIST 800-171
FIPS 140-2
StateRAMP
Zero Trust (CISA)
NIST SP 800-207 ZTA
ISO 27001
GDPR
AWS Artifact
13 Professional Certifications
Cloud & Architecture
Google Cloud Professional Security Engineer
Google Cloud
GCP Professional DevOps Engineer
Google Cloud
AWS Solutions Architect Professional
Amazon Web Services
AWS DevOps Engineer Professional
Amazon Web Services
Azure Security Engineer Associate
Microsoft Azure
Azure Solutions Architect Expert
Microsoft Azure
Security & Detection Engineering
Certified Ethical Hacker CEH v11
EC-Council
CompTIA CySA+
CompTIA
CompTIA Cloud+
CompTIA
Palo Alto PCNSE
Palo Alto Networks
Identity & Automation
Microsoft SC-300 Identity Administrator
Microsoft
HashiCorp Terraform Associate
HashiCorp
14 Experience Timeline
Career Progression · 11+ Years
JAN 2024 – PRESENT
CERETAX · Houston, TX
Principal Multi-Cloud Security Architect and AI Engineer
AI-Powered SOC
GKE Security
FedRAMP High
Detection-as-Code
CI/CD DevSecOps
FEB 2023 – DEC 2023
CIGNA · Remote
Staff Multi-Cloud Security Architect and Healthcare AI Engineer
FHIR R4 Migration
Chronicle SOC
GPT-4 Claims AI
YARA-L Detection
JAN 2021 – JAN 2023
LOCKHEED MARTIN · Remote / Hybrid
Lead Multi-Cloud Security Architect and AI/ML Platform Engineer
CMMC Level 2
AWS GovCloud
YARA / SIGMA APT
Confidential Computing
JAN 2020 – DEC 2020
CATALYTE / NANTHEALTH · Remote
Senior Multi-Cloud AI/ML Platform Engineer, Healthcare Solutions
SageMaker Clinical AI
HL7 / FHIR ETL
Sentinel Detection
OCT 2019 – JAN 2020
MAMMOTH ENERGY SERVICES · Oklahoma City
Cloud Security Architect, AI Solutions Engineer & Detection Engineer
ELK Stack 5TB/Day
Multi-Agent AI
ICS/OT Detection
AUG 2018 – SEP 2019
BP REFINERY · Texas City
Cloud Security Architect & Threat Detection Engineer
Qualys / Rapid7 CI/CD
ML Anomaly Detection
Ansible + Kubernetes
MAR 2017 – JUL 2018
PATTERSON UTI · Houston, TX
Senior Cloud Infrastructure Architect and AI/ML Engineer
Azure ML Studio
Jenkins CI/CD
Apache Kafka
APR 2015 – MAR 2017
SECURITAS USA · Remote
Cloud Automation and Infrastructure Engineer
Ansible Tower
Amazon ECR
CloudFormation
15 Education and Foundations
Bachelor of Applied Mathematics
Tai Solarin University of Education, Nigeria
2006 – 2010 · Applied Mathematics
Associate Degree in Computer Science
Institute for Industrial Technology
2004 – 2006 · Computer Science