Business challenge
- Manual deployments are error-prone
- Build artifacts must be consistent
- Teams need repeatable deployment steps
Azure DevOps pipeline automation for multiple application stacks.
The production version should include authentication, role-based access, environment-based configuration, audit logs, database backups, CI/CD pipeline, and deployment monitoring. For AI-enabled projects, I would add document parsing, chunking, embeddings, vector search, prompt templates, and guardrails around user access.