Application Layer
API services and data contracts for recommendations, alerts, and field operations workflows.
Core Stack Layers
Model Layer
Forecasting and anomaly-detection services trained against crop, weather, and telemetry histories.
Infrastructure Layer
Observable and repeatable infrastructure for stable releases and operational monitoring.
Architecture in Practice
Stock imagery representing telemetry collection and operations analytics in active farm environments.
Field Ingestion
Sensor and equipment telemetry are normalized into a single event stream for analysis and scoring.
Operations Intelligence
Risk scoring, recommendation generation, and alerting are delivered to supervisors through one action-focused interface.
Platform Standards
Resilient Data Pipelines
Buffered ingestion and retry logic reduce data gaps during temporary connectivity loss.
Observable Services
Metrics and traces surface model drift, API latency, and task processing health in real time.
Secure-by-default Operations
Role-based access, encrypted storage, and audit-friendly exports support production farm environments.