Projects

Engineering work themes

High-level summaries of engineering areas I have worked on, written to show the problem space without exposing company-specific architecture details.

AI-Assisted Debugging Workflow

An AI-assisted debugging workflow that connects issue context, logs, database checks, and structured RCA prompts to support root-cause analysis and fix planning.

Reduced manual incident-analysis effort by making root-cause analysis more structured, repeatable, and easier for engineers to adopt.

Claude CodeMCPAzure DevOpsKibanaDatabasesPrompt Engineering
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Failure Classification And Observability

A reliability initiative that classified temporary, permanent, and customer-action-needed workflow failures while preserving retry history for clearer diagnostics.

Improved support visibility by standardizing failure categories, preserving retry history, and expanding structured diagnostic coverage.

Node.jsPHPKibanaGrafanaCloudWatch
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SaaS Data Routing And Migration Safety

A backend data-routing initiative for a multi-tenant SaaS product, focused on safe storage decisions during a phased data movement workflow.

Improved data movement safety by making storage decisions explicit through phased state-machine routing and buffered update handling.

PostgreSQLNode.jsAWSDistributed SystemsState Machines
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