selected work

Selected AI product architecture, production motion ML, 3D creative tooling, and research leadership.

Evidence-led work across AI product architecture, production motion ML, 3D creative tooling, and research—from initial prototypes to deployed systems and published results.

Industry & Product Work

Selected systems I proposed, built, or productionized across creative AI and enterprise machine learning.

Generative Media Orchestration for CineV

Cinamon · AI Lead · 2026–present — Proposed and prototyped the workflow coordinating CineV's story-to-animation generation path.

Production Human-Motion Platform

Cinamon · AI Lead · 2023–2026 — Took motion generation, retrieval, refinement, and retargeting from data pipelines to optimized inference.

3D Pose & Reference Workflows

Cinamon · AI Lead · 2026 — Built browser-based posing and reference-image workflows for controllable AI animation inputs.

DAVinCI LABS Enterprise AutoML

AILYS · ML Scientist / Senior ML Scientist · 2017–2020 — Built enterprise AutoML capabilities and delivered predictive modeling across 10+ engagements.

Research Projects

Published work in generative human motion and motion–language learning.

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COMET

Controllable long-term human motion generation with extended joint targets.

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FLAME

Free-form language-based human motion synthesis and editing with diffusion models.

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Conditional Motion In-betweening

Controllable motion in-betweening conditioned on target poses or semantic actions.

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Learning Joint Representation of Human Motion and Language

Contrastive learning for shared motion–language representations.