Projects

Engineering work themes

High-level summaries of the engineering areas I have worked on. Detailed case studies are intentionally under review before publishing public 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

Detailed case study under review

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.jsPHPELKGrafanaCloudWatch

Detailed case study under review

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

Detailed case study under review