Distributed Cloud Architecture
A composable cloud infrastructure spanning Railway, Modal, Cloudflare, Hugging Face, and PostgreSQL—delivering scalable behavioral intelligence at enterprise scale.
Multi-Cloud Intelligence Layer
FastAPI orchestration layer coordinating behavioral data processing pipelines and cross-cloud operations.
Serverless compute for intensive behavioral pattern discovery, archetype clustering, and simulation workloads.
DNS security layer and R2 object storage for organizational intelligence artifacts and behavioral metadata.
ML training and knowledge repository for large parquet datasets enabling behavioral pattern analysis and embedding generation.
Neon serverless database for transactional data, simulation results, and behavioral archetype metadata.
Behavioral Intelligence Pipeline
Data Ingestion
Software telemetry streams into Railway API endpoints. Raw usage data, session logs, and interaction patterns are normalized and validated.
Pattern Discovery
Modal serverless functions execute clustering algorithms to identify behavioral archetypes from usage patterns—no pre-defined categories needed.
Knowledge Storage & Training
Cloudflare R2 stores organizational intelligence artifacts and metadata. Hugging Face hosts large parquet datasets for ML training and behavioral embedding generation.
Insight Delivery
PostgreSQL persists archetype metadata and simulation results. Railway API serves insights to dashboards and reporting interfaces.
Why This Architecture Matters
Elastic Scalability
Process telemetry from 10 users or 10,000—serverless compute scales instantly without infrastructure management overhead.
Composable Services
Each cloud service handles what it does best—no monolithic architecture forcing compromises across workload types.
Resilient Design
Multi-region deployment with graceful degradation. If one service experiences issues, the platform continues delivering insights.
Enterprise-Grade Infrastructure
- →End-to-end encryption for telemetry data in transit and at rest
- →Role-based access control across all cloud services
- →SOC 2 Type II compliant infrastructure partners
- →Audit logging for all data access and processing operations
- ✓99.9% uptime SLA across orchestration layer
- ✓Sub-second API response times for behavioral queries
- ✓Automated failover and disaster recovery workflows
- ✓Real-time health monitoring and alerting systems