AI Platform Architecture
Design enterprise-scale AI ERP/MES platform architecture
Define system architecture for AI Copilot services
Design Multi-Agent architecture using LangGraph
Design Agent orchestration and workflow strategies
Define AI platform standards and development guidelines
Ontology & Knowledge Graph
Design enterprise ontology framework
Define ERP/MES domain ontology models
Design Knowledge Graph architecture
Design GraphRAG architecture
Establish Semantic Layer strategy
AI & LLM Architecture
Define LLM architecture and model strategy
Design On-Prem AI infrastructure
Design AI Gateway and Multi-Model Routing
Establish Prompt Engineering standards
Define AI evaluation framework and quality metrics
Data & Integration Architecture
Design ERP/MES integration architecture
Define CDC architecture using Debezium and Kafka
Design Data Lakehouse architecture
Establish API and Event-Driven architecture
Define Interface Definition Standards (IDD)
Technical Leadership
Lead technical reviews and architecture governance
Mentor
AI engineers and
backend developers
Conduct Proof of Concept (PoC) initiatives
Evaluate emerging AI technologies and frameworks
Define technology roadmap and platform strategy
Experience
10+ years of
software engineering experience
5+ years of solution architecture experience
3+ years of AI/LLM architecture experience
Experience leading enterprise-scale platforms
AI & LLM
Deep understanding of LLM architecture
Experience with Multi-Agent systems
Experience with RAG and GraphRAG architectures
Experience designing AI Copilot solutions
Experience with Prompt Engineering and AI evaluation
Knowledge & Semantic Technologies
Experience with Knowledge Graph architecture
Understanding of RDF, OWL2, SHACL, SPARQL
Experience with Apache Jena, Fuseki or Neo4j
Experience with Ontology-driven systems
Cloud & Infrastructure
Kubernetes architecture design experience
Experience with containerized environments
Experience with CI/CD and DevOps architecture
Experience with observability platforms
Architecture & Integration
Microservice architecture
Event-Driven Architecture
API Gateway architecture
Data Lakehouse architecture
Enterprise Integration architecture
TECHNICAL STACK
AI Platform
LangGraph
LangChain
LlamaIndex
GraphRAG
Mem0
RAGAS
Knowledge Layer
Apache Jena
Fuseki
OWL2
SHACL
SPARQL
Knowledge Graph
Data Platform
Kafka
Debezium
Apache Airflow
Apache Iceberg
MinIO
ClickHouse
Backend
Python
FastAPI
PostgreSQL
Redis
Infrastructure
Kubernetes
Docker
GitLab CE
ArgoCD
Prometheus
Grafana
Tempo
Loki
PREFERRED QUALIFICATIONS
Enterprise Systems
ERP implementation experience
SAP consulting or development experience
MES / Smart Factory experience
Manufacturing industry experience
AI Platform
Experience operating On-Prem AI environments
Experience with vLLM, Ray Serve, SGLang
Experience with GPU clusters (A100/H100)
Experience with AI Gateway and Multi-Model Routing
Leadership
Experience leading engineering teams
Experience mentoring architects and engineers
Experience defining enterprise technology roadmaps