Conceptual cloud solution architecture illustrating how a modern, API-driven platform can integrate web and mobile interfaces with serverless application services, PostgreSQL data storage, large language models, and third-party business systems.
The architecture supports integrations with point-of-sale platforms, telephony and IVR systems, SMS messaging, Microsoft 365 email, customer and operational data sources, analytics platforms, and external B2B applications. API, webhook, event-driven, and batch-processing patterns connect transactional, conversational, and communications data across services.
Cloud infrastructure provides DNS, content delivery, edge security, serverless execution, secrets management, and deployment services. Cross-cutting controls address authentication, authorization, encryption, tenant isolation, audit logging, rate limiting, data retention, and secure handling of sensitive information.
GitHub-based source control, pull requests, human approval, automated deployment, monitoring, and observability support the software-delivery lifecycle. The design reflects experience spanning application architecture, systems integration, data engineering, communications technology, AI integration, security, and analytics.
The development workflow uses conversational AI to help translate engineering intent into tracked GitHub work. Changes proceed through issues, branches and pull requests, with human review required before automated deployment to production.

