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Zoho People & Payroll Implementation for a Multi-Entity Business
Led the implementation of Zoho People and Payroll workflows, including employee data structure, approvals, leave, attendance, payroll readiness, administrator training and go-live support.
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A workflow can finish successfully and still be wrong.
That is the reliability problem with production AI agents. A green execution only tells you the workflow ran; it does not tell you whether the model had the right context, chose the right tool, or returned a useful answer.
A practical n8n reliability loop:
• constrain inputs, tools, schemas and routing
• tag executions and inspect full agent logs
• run evals whenever prompts, tools or models change
• add real production failures to the test set
• monitor execution, quality, efficiency and safety separately
The best metric is not the one you can collect. It is the one that changes a decision.
Which failure would your current monitoring miss?
Created a demo AI automation workflow for lead capture and follow-up. The workflow captures leads through Google Forms, stores data in Google Sheets, sends automated email responses, updates a CRM, and notifies the team through Slack. This project demonstrates my skills in AI automation, workflow design, integrations, and business process automation.
Nice workflow. Automating the follow-up process can save a lot of time.
An auditor losing internet shouldn’t mean losing their work.
At Cornell’s DECA Lab, I built web and mobile audit tools for people working in places where connectivity is unreliable.
That constraint shaped the product: auditors needed to start an assessment, save progress, leave, and come back without starting over.
My work covered the mobile app, backend APIs, role-based access, and reporting, using React Native, Next.js, FastAPI, and PostgreSQL.
The most interesting engineering decisions were around what happens between screens: saving drafts, syncing after a connection returns, and protecting data when a workflow gets interrupted.
It’s the kind of work I enjoy: taking a messy, real-world process and turning it into software people can depend on.
If you’re building an internal tool, dashboard, or mobile product with workflows like this, I’d love to hear about it.
