Architecture
Architecture First
AI is infrastructure plus data plus governance plus adoption. Architecture determines whether all four layers align.
Coverage Domains
What We Cover
Data Architecture
Ingestion pipelines, storage design, schema governance, lineage tracking, and data quality frameworks.
Cloud & Infrastructure
Compute design, cloud integration, HA architecture, cost modeling, and infrastructure-as-code.
Model Lifecycle
Training pipelines, versioning, evaluation frameworks, and deployment strategies from experiment to production.
MLOps
Continuous training, monitoring, drift detection, retraining triggers, and model registry governance.
Security & Observability
Access control, audit trails, input validation, output monitoring, and incident response architecture.
Scalability
Load architecture, autoscaling design, batch versus real-time trade-offs, and performance budgets.