Engineered Elegance

Moliang Zhou

Machine learning platform leader with 10 years spanning AI infrastructure and applied research. Bridges frontier AI and pragmatic engineering, turning ambiguous mandates into architecture and leading teams from 0-to-1 to org-wide platforms — with deep expertise across the model lifecycle: development, serving, and inference.

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System Metrics

Deployments62
Impact (Stars)13
Session Time0:00
Primary LogicPython/TS

Achievements

▹Nine-Figure Revenue Impact
▹Real-Time LLM & Embedding Serving
▹0-to-1 ML Platforms
▹Research & Innovation
Status: Fully Operational

02 / Insights

Technical Writings & Architecture Logs

Deep dives into AI infrastructure, smart contract verifiers, real-time inference, and 0-to-1 systems engineering.

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Featured PostArchitectureNext.jsAutomation
2026-07-26•5 min read

Building Portfolio Showcase: How This Site Automatically Builds from GitHub Repos

An architectural overview of how this portfolio site automatically ingests GitHub API metadata, merges root PORTFOLIO.json contracts and local taxonomy overrides, and pre-renders static HTML pages.

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03 / Intel

Publications & Patents

Research output and registered patents.

Ranking of Content Based on Implied Relationships

US20250258883A12023

Human Conversation Analysis using Attentive Multimodal Networks with Hierarchical Encoder-decoder

ACM International Conference on Multimedia2018

Evaluation of Trace Alignment Quality and its Application in Medical Process Mining

IEEE International Conference on Healthcare Informatics2017

Medical Workflow Modeling using Alignment-guided State-splitting HMM

IEEE International Conference on Healthcare Informatics2017

Progress Estimation and Phase Detection for Sequential Processes

ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies2017

Car-A Deep Learning Structure for Concurrent Activity Recognition

ACM/IEEE International Conference on Information Processing in Sensor Networks2017

Duration-aware Alignment of Process Traces

Industrial Conference on Data Mining2016

04 / Timeline

Professional Experience

Career trajectory and primary directives.

Staff Machine Learning Engineer

Top Tier Tech Company | Ad Platforms
2021 — Present
  • ▹Architected and built the organization's first real-time LLM and embedding-model serving platform, enabling flagship product initiatives and revenue growth.
  • ▹Defined and architected a unified ML development platform—from classic deep models to 100B+ LLMs—accelerating the organization's time-to-impact.
  • ▹Drove advertiser-facing ML products (retrieval, ranking, and recommendations) to unlock significant nine-figure annual revenue growth.

Software Development Engineer

Top Tier Tech Company | AI Assistant
2017 — 2021
  • ▹Architected a 0-to-1 deep-learning platform enabling code-free training through serving at scale, adopted across teams.
  • ▹Led the language-model inference engine under strict latency and reliability bars, significantly improving user experience.
  • ▹Re-architected cross-team feature-release pipelines and optimized model building, driving substantial annual cost savings and efficiency gains.

Research Assistant

Research Institution | University Research
2015 — 2017
  • ▹Built and deployed an AI-assisted surgical-monitoring system, successfully deployed to partnered medical centers.

05 / Database

The Archive

Comprehensive system logs of all minor projects and exercises.

MontyHallSimulation

Python
Python1/3/2022