Notes on software architecture, workflow design, AI-assisted systems and the engineering decisions that shape maintainable software.
Practical notes on architecture, delivery and the responsible use of technology in business systems.
Multi-tenancy is not only a database decision. It requires clear organizational boundaries across data, permissions, workflows and operational history.
Talha Azfar · CTO AetarixRead insightA delivery pipeline does not need to be elaborate to be useful. It needs repeatable checks, one build artifact, controlled configuration and a clear path to recovery.
Talha Azfar · CTO AetarixRead insightAI is most useful when its role, inputs and review boundary are explicit. It should assist a workflow without quietly becoming the authority for business decisions.
Talha Azfar · CTO AetarixRead insightShare the operational or technical problem. We can help clarify what should be designed before development begins.