

I turn evidence into working products.
I work across product strategy, interaction design, full-stack engineering, backend systems, and applied AI—taking ambiguous problems from research through production.
Integrated Engineering & Product Ownership


End-to-end product delivery across AI, Web3, and complex systems.
Product Manager & Full-Stack Engineer
Verifiable AI-asset exchange combining product design, transaction UX, backend architecture, smart-contract integration, and trust-aware verification workflows.
Senior Product Manager — Platform IA, Backend & On-Chain Integration
Three-portal B2B platform connecting creator, project, and operator workflows with RBAC, APIs, evidence verification, and smart-contract settlement.
Product Designer, Full-Stack Engineer & Product Manager
Robotics teleoperation, multimodal data, connected product systems, and full-stack product delivery.
Product Designer & ML Engineer
Multimodal generative recommendation system combining semantic IDs, visual/text embeddings, recommendation modeling, and reproducible ML infrastructure.
Solo Product Designer & Full-Stack Engineer
Privacy-first AI job-application assistant delivered as a web product and Manifest V3 Chrome extension.
Product & Full-Stack Lead — Federated Learning Risk Systems
Privacy-preserving predictive-maintenance and risk platform built with federated learning, explainable outputs, and operational monitoring.
Research Assistant — Systems Engineering & Digital Twins
Research across model-based systems engineering, industrial digital twins, predictive maintenance, robotics, computer vision, and intelligent systems.
AI Product Designer — 0-to-1 Content Experience
AI-native media experience combining voice interaction, video understanding, multilingual translation, recommendation, and human-controlled generative workflows.
Additional Experience & Recognition
Selected research internships, strategic challenges, national awards, and technical models.

Design Operating System.
DISCOVER
Research the user, business problem, operational constraints, and measurable success criteria. I turn ambiguous problems into clear goals.
EXPLORE
Turn evidence into workflows, information architecture, prototypes, and API boundaries. We validate interaction models before heavy engineering.
MAKE
Implement the interface, backend services, integrations, data models, and AI workflows. I write production code that scales securely.
DELIVER & LEARN
Test usability, analytics, edge cases, and failure paths. We release with explicit acceptance criteria and document real-world feedback.




Capabilities
I build complex digital products end-to-end, from product strategy and user experience to backend services, data models, APIs, and production deployment.

Product Design & Strategy
I turn ambiguous product problems into clear user journeys, interaction models, information architecture, prototypes, and measurable product decisions.
Core Skills & Tools

Full-Stack & Backend Systems
I move from interface behavior into production architecture—building frontend experiences, APIs, state machines, data models, integrations, and failure-aware backend services.
Core Skills & Tools

AI & Data Systems
I design and build AI-enabled products across model interaction, recommendation, federated learning, multimodal systems, predictive workflows, and human-in-the-loop control.
Core Skills & Tools

Delivery & Systems Thinking
I connect product goals to architecture, implementation, measurement, and release—owning the path from requirements to production rather than stopping at handoff.
Core Skills & Tools

Evidence in.
Working product out.
Product design, full-stack engineering, and complex systems—brought together in one delivery path.



Product Designer and Full-Stack Engineer working across AI, complex systems, backend architecture, product strategy, and production software.
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