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How I built a full-featured SaaS work tracking platform from scratch — architecture decisions, the 80+ REST API endpoints, API token system, AI insights integration, and the CI/CD pipeline that keeps it reliable.

AI is changing software engineering. Not replacing it — changing it. Here is what the shift looks like from the perspective of an engineer building AI-integrated systems.

Integrating AI into Work Log Pro taught me what AI is actually good at in productivity software — and where it gets in the way. A practical engineering perspective.