Product systems
Hiring workflows, mobile employer tools, product strategy, research synthesis, funnel simplification, and roadmap decision support.
Resume / Executive summary
Product systems leader with a distinctive AI perspective.
I work across product strategy, design leadership, research synthesis, facilitation, and human-centered AI systems. The common thread: helping people make better decisions when the product or organization has become hard to read.
Executive focus
A short version, not the whole archive.
The case studies carry the proof. This page is for the quick read.
Leadership systems
Facilitation, mentoring, design maturity, product-learning programs, advisor models, regional collaboration, and team decision hygiene.
Human-centered AI
Agent coordination, approval gates, auditability, recoverability, local-first private work, and evidence-based product-intelligence directions.
Selected experience
Roles, summarized by the work they shaped.
Hiring systems, employer products, product strategy, facilitation, design leadership
Indeed
Virtual Recruiter / D.I.F.M., Employer Mobile App, Flash Funnel, Indeed University, interview/agenda and feedback-intelligence systems.
Regional product/design systems, marketplace collaboration, cross-market product delivery
SEEK Asia
Helped regional hiring-marketplace systems become more coherent across employer tools, candidate flows, company profiles, responsive communications, staging, release coordination, and cross-market delivery.
Training, service localization, people development, retail experience standards
Apple
High-standard service and training context; evidence of design as human capability, not only digital interface production.
Digital learning products, web/mobile craft, modular systems, regional execution
EF / Englishtown
Early foundation in hands-on product craft, modular communications, CMS/internal tools, and scaled execution with distributed teams.
Capability map
The shorthand version.
Product strategy for complex workflowsResearch and signal synthesisAutomation trust and delegation modelsMobile product systemsDecision-load reductionDesign systems and governanceFacilitation and design sprintsMentoring and capability buildingAI agent governance modelsLocal-first/private AI workflowsEvidence-based product intelligence conceptsProduct narrative