Start with the real constraints
Map the workflow, existing architecture, team needs, and risks before reaching for a framework.
Capabilities / From application to operation
Senior software engineering in Addis Ababa, Ethiopia, with a full-stack perspective on AI automation, payment systems, SaaS, and cloud infrastructure.
Connect AI capabilities to real business processes without treating a model response as the whole system. My focus is the surrounding workflow: trusted event intake, scheduled work, provider integrations, explicit state, and a clear handoff when automation needs human judgment.
Relevant projectBuild the connection between a payment request and the business record that must eventually agree with it. I work across local payment channels, callback processing, and accounting integrations, with particular attention to transaction identity, failure handling, and reconciliation.
Relevant projectCarry product behavior across the interface, API, and data model. For multi-tenant products, that means treating ownership and authorization as architectural decisions, not UI filters, while keeping the experience coherent for the people using the software.
Relevant projectBuild deployment environments that teams can maintain with confidence. I work across AWS, edge services, and Linux VPS infrastructure, using infrastructure as code, configuration management, container orchestration, and CI/CD to connect application development with repeatable delivery and service operations.
Relevant projectWorking together
Map the workflow, existing architecture, team needs, and risks before reaching for a framework.
Connect the interface, API, data, and infrastructure with explicit contracts and a useful feedback loop.
Think through retries, access control, observability, deployment, and the handover, not just the happy path.
A little less guessing
Find the experience most relevant to your next challenge.
From signed webhooks to durable jobs, voice AI, and CRM handoffs. Build the workflow around the model, not just a demo around an API.
See related work Talk through my project