The work

Everything in one place. The lens switch up top reframes each card; the filters narrow by type. This page grows through my MBA: case comps, prototypes, articles.

Shipped '26
5 to 10 days → under 10 min
AI Product · HERE Technologies

Multi-Agent Issue Triage System

Led discovery to delivery of a multi-agent AI system that autonomously triages engineering issues and finds the root-cause algorithm, at roughly 70% accuracy.

Agentic AIRAGMCPProduct Discovery
Org-wide
250M+ records in under 30 min
Data Platform · HERE Technologies

Self-Serve Validation Platform

Turned requirements from 10 teams into a Spark-based quality platform with automated checks and alerting, cutting downstream incidents by 35%.

Product DiscoveryData PlatformsApache SparkKPI Definition
In progress at departure
10-person team, 6-month roadmap
AI Product · HERE Technologies

Fastmap Certification Agent

Co-led a cross-functional team building an agentic AI system to certify map content, targeting a 30 to 50% cut in manual review effort.

Agentic AILLMsRoadmappingCross-functional Leadership
Delivered
$3M / year in savings
Cost & Performance · HERE Technologies

Cloud Cost and Performance Audit

Partnered with product managers and engineering leaders to find the cost and performance bottlenecks in cloud microservices, delivering roughly $3M in annual savings and 50% faster processing.

Cost AnalysisUnit EconomicsStakeholder Alignment
Delivered
50% cycle-time reduction
Process Redesign · HERE Technologies

Production Workflow Redesign

Led an architectural redesign of the map-making pipeline, coordinating across operations and engineering, cutting production time by 50% with significant cost savings.

Process RedesignArchitectureOps Alignment
Delivered
1 week → 30 hours
Internal Tooling · HERE Technologies

Release Automation Platform

Discovered release-workflow pain points through stakeholder interviews and launched an automation product that cut publication time for 30 internal teams from 1 week to 30 hours.

Process AutomationSelf-serve EnablementCI/CDStakeholder Discovery
Delivered
90% model accuracy
Applied ML · HERE Technologies

Hybrid ML Data Remediation

Led an AI solution pairing a heuristic algorithm with ML classification, defining requirements with data science partners and reaching 90% model accuracy.

Machine LearningRequirements DefinitionApache SparkData Quality
+

Room to grow.
SMU case comps, prototypes, and articles get added here by dropping one markdown file. No code changes.