HealthcareA patient-facing assistant connecting conversations to tests, reports, appointments and healthcare information.
Service · Hassan Revel
AI backend & infrastructure.
Hassan builds the services around an AI product: APIs, databases, background jobs, integrations and deployment. This is the work that turns a model call into an application a team can operate.
Discuss this service
01 · The work
Give each part a clear responsibility
Request handling, model calls, data access and long-running work need clear boundaries. Hassan designs backend services around the product’s response times and processing needs, using background jobs where a request should not wait for the entire task to finish.
02 · The work
Handle the ordinary failures
External services can time out and jobs can fail partway through. Error handling, retries, job state and appropriate validation make those situations understandable to users and operators. The aim is a system that can be inspected and recovered.
03 · The work
Make handoff part of delivery
Deployment configuration, environment requirements and documentation are included in the implementation. Monitoring and operational records help the next engineer understand what is running, what failed and where to investigate.
A practical starting point
Send the current workflow, available data and intended outcome. Hassan can use that context to define the scope, integrations and delivery steps.
Discuss the scopeRelated work
The service, in practice.
Healthcare
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