Skills — Agentic AI, Architecture & Engineering Leadership
The stack Atique Ahmed uses as a Principal AI Architect at Deloitte:
production GenAI and agentic platforms, enterprise and solution architecture, and engineering
leadership of a 20-person engineering and architecture team. Skills below are
the ones used on shipped work — not a catalog of every tool name.
Agentic AI
Used on CAP (Cube Agentic Platform) for Toyota: five-layer multi-agent
system covering governance, orchestration, AgentCore runtime, memory, and observability.
Multi-Agent Systems (MAS)Agent orchestration
Supervisor / planner-executorTool & function calling
Model Context Protocol (MCP)AWS Bedrock AgentCore
AWS Strands AgentsLangChainLangGraph
LangSmithHuman-in-the-loop
Guardrails (RBAC/ABAC)Prompt-injection defense
Agent memoryRetries & failure recovery
Token / cost governanceReasoning-trace observability
RAG & Retrieval
Shipped as a shared RAG capability on CAP and on SCX GraphRAG for
Toyota supply-chain intelligence: hybrid retrieval, re-ranking, citations, and evaluation gates.
End-to-end RAG designSemantic chunking
Hybrid search (BM25 + dense)Cross-encoder re-ranking
GraphRAGGrounded answers with citations
Hallucination mitigationRAG evaluation
OpenSearch / Elasticsearch kNNBedrock Knowledge Bases
pgvectorDynamoDB
GenAI Platform
Model-agnostic execution through AgentCore on AWS Bedrock; Zoom AI
Companion and Engage AI features on Bedrock LLMs.
AWS BedrockGoogle Vertex AIPrompt engineering
Structured / JSON outputStreaming inference
LLM observabilityOffline & online evals
Responsible AILLMOps
Languages & Backend
Primary languages on CAP, Zoom, VMware, and Asianet platforms:
TypeScript/Node.js in production, Python for RAG evals, Java Spring Boot on enterprise APIs.
Node.jsTypeScriptJavaScript (ES6+)
PythonJava / Spring BootSQL
ExpressRESTWebSockets
MicroservicesServerless
OAuth 2.0 / OIDC / JWT / SSOAPI Gateway
Frontend
Angular 20+ReactTypeScript
RxJSNgRx / ReduxSCSS
Responsive / accessible UI
Event-Driven Systems
CAP orchestration uses Step Functions, EventBridge, and SQS for
sequential, parallel, and event-driven agent workflows.
Event-driven architectureAWS EventBridge
SNS / SQSStep Functions
Retries & DLQDistributed tracing
Cloud, DevOps & Data
AWS LambdaAPI GatewayDynamoDB
S3 / CloudFrontCognitoECS / Fargate
IAM / KMSCloudFormationCloudWatch / X-Ray
OpenSearchGCP Vertex AIFinOps / cost governance
DockerTerraformJenkins
GitLab CI/CDGitHub ActionsCodePipeline
SonarQubeSLOs / on-call
MongoDBPostgreSQLMySQL
RedisElasticsearchELK
Enterprise Architecture
Chairs the architecture review board on current programs: ADRs,
technology standards, non-functional requirements, and design sign-off. Target-state
architecture for CAP as a reusable multi-tenant platform.
Solution architectureEnterprise architecture
Target-state / reference architecture
Architecture Review Board (ARB)
Architecture Decision Records (ADR)
Architecture governanceNon-functional requirements
Multi-tenant SaaS / PaaSVendor evaluation
AWS Well-Architected
Engineering Leadership
Accountable for a 20-person engineering and architecture team today
(hiring, 1:1s, reviews, OKRs, budget, on-call). Previously led 25+ engineers and QA across
8+ concurrent products at Datanow.
Team building & hiring1:1s & performance reviews
MentorshipRoadmaps & OKRs
Budget & vendor management
Executive / client communication
Agile / ScrumOn-call & incident management
PostmortemsEngineering standards
Developer Relations
Principal-level Developer Advocate at Zoom: AI features across
Meetings, Chat, and Contact Center, plus published demos and CodezTech tutorials.
Developer advocacyDeveloper experience (DX)
SDK / API feedbackTechnical writing
Demos & reference appsWorkshops
Open sourceYouTube / CodezTech
Enterprise & ITSM
Zoom Engage AI and agentic ITSM work sit on ServiceNow-style
incident, change, and request workflows with SSO and access governance.
ServiceNowITSMJira / Confluence
Entra ID / Azure ADOktaAWS Cognito
RBAC / ABACSOC 2GDPRDPDP
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