03 / Serverless workflow
AI Task Automation Tool
A serverless automation flow that turns user input into structured tasks with AI processing, durable storage, and Excel export.
A focused cloud workflow connecting AI output to a repeatable operational artifact rather than stopping at a chat response.
End-to-end flow
Problem
Problem
Unstructured requests need to become consistent, useful task records without adding manual formatting work.
- Normalize input
- Constrain AI output
- Produce structured results
Architecture
Architecture
A serverless function coordinates AI processing, persistence, and export with a deliberately small operational surface.
- Event-oriented compute
- Cosmos DB persistence
- Explicit output shape
Engineering decisions
Engineering decisions
The AI response is treated as untrusted external input and shaped before it becomes stored or exported data.
- Validate structure
- Handle failures
- Keep boundaries observable
What I learned
What I learned
AI features become useful systems when they have contracts, persistence, recoverability, and a clear downstream workflow.
- AI is one component
- Design for incomplete responses
- Measure operational value
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