Detailed case studies and portfolio samples from my work designing AI language systems, terminology governance, and content infrastructure at enterprise scale.
Case Studies
Data InfrastructureNotebook Dependencies and Monitoring IA
Project: Redesigned information architecture and status taxonomy for notebook monitoring surfaces.
Outcome: Created a dependency lineage model covering 9 runtime scenarios.
Impact: Made dependency status scannable during live incident response.
AI SystemsData Agents Naming and Terminology System
Project: Named an autonomous AI product across a cross-functional team with competing preferences.
Outcome: Scored 60+ candidates against a structured constraint framework, validated by survey with 51 respondents.
Impact: Moved the team from deadlock to decision with evidence, not opinions.
GovernanceAI-First Content Governance
Project: Built system-level content patterns and governance structures for AI-assisted authoring at scale.
Outcome: Established a repeatable quality framework across 24+ languages.
Impact: Cut review cycle time and extended terminology governance across the full localization pipeline.
Agent SystemsMulti-Agent Orchestration System
Project: Designed and deployed a production agent orchestration system for career strategy and content design workflows.
Outcome: 8 specialized agents with custom skills, memory, and workflow automation across 320+ versioned files.
Impact: Turned a manual, scattered process into a repeatable, version-controlled operating system.
Downloadable Samples
Frameworks & Tools
Clarity Delta
Evaluation MetricScoring AI output on terminology accuracy, grounding fidelity, and task completion.
AI-First Design Review
FrameworkGovernance model making AI influence explicit in design reviews. Pitched to leadership as a funded pilot.
Content + AI Operating Model
Explore → Iterate → Scale3-layer system producing reusable glossaries, evaluation rubrics, and onboarding templates across four product areas.