AI转型的思考与实践
Stewart Zhang 结合一线实践撰写的 8 维度深度专栏文章，深度拆解期望管理、文化抗体、数据照妖镜、莫拉维克悖论、一把手工程与逆周期降本增效...
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AI Developer
Chief Scientist
Digital Transformation Expert
Stewart Zhang Engineering Intelligence for Industrial Excellence
Bridging advanced AI research, process automation, economics, and cross-border digital transformation. Empowering enterprises across China, Europe, and global markets.
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Years AI & Tech Leadership
0
arXiv & Journal Publications
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GitHub Open Source Repos
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Enterprise Transformation Cases
Multidisciplinary Domain Expertise
Connecting deep technical code, academic research, and strategic industrial execution.
CODE & REPOSITORIES
GitHub Profile
Open Source Contributions
4,120
Translayer
Automated multilingual presentation (PPTX) translation engine preserving slide formatting & layout geometry across Chinese, English, and German. Solves text overflow & layout distortion caused by linguistic length variance (German longest, Chinese shortest).
Python
PPTX / Slides
Layout Geometry
Font Auto-Scaling
2,890
GCF-Bridge
Anthropic & OpenAI compatible API gateway deployed on Cloudflare Workers, featuring Delta Slicing, prompt sanitization, and SSE streaming.
JavaScript
Cloudflare Workers
KV
API Gateway
2,340
moe-cache-eval
Third-party benchmark suite & SLA acceptance system for enterprise private MoE LLM deployments, evaluation metrics, and GPU/CPU cache offloading (paired with arXiv:2608.07911).
Python
Cloudflare D1
R2
vLLM
1,980
TechNews-Hub
Automated tech news retrieval, briefing summarization, and newsletter distribution system powering news.stewartzhang.com for industrial AI & tech insights.
Node.js
RSS / Crawler
LLM Briefing
Push / Email
ACADEMIC RESEARCH
arXiv Scholar Profile
arXiv & Journal Publications
When Does Trace-Driven Evaluation Mislead MoE Expert Caching? Replay Semantics, Workload Contamination, and Operating Regimes
Abstract: Investigates the critical pitfalls of trace-driven evaluation in Mixture-of-Experts (MoE) expert caching for large model inference. We establish formal replay semantics, analyze workload contamination boundaries, and delineate realistic operating regimes to prevent misleading performance claims in enterprise LLM private deployments.
Physics-Informed Neural Networks for Real-Time Closed-Loop Optimization in Process Manufacturing
Abstract: We propose a hybrid physics-guided neural network framework that integrates thermodynamic constraints into deep neural operators for continuous process industries. The method achieves real-time closed-loop control with zero physical boundary violations...
Deep Reinforcement Learning in Heterogeneous Industrial IoT Control Systems
Abstract: Addressing non-stationary delays and multi-agent coordination in automated assembly lines. Demonstrates robust transfer learning from simulated CAD models to physical equipment with a 99.4% stability margin...
Economic Efficiency Models for Enterprise AI Transformation in Process Industries
Abstract: Quantifying the ROI of enterprise digital transformation. We establish a dynamic cost-benefit matrix balancing capital expenditure in IoT sensor deployment against long-term energy saving and predictive maintenance yield...
CLOUD ECOSYSTEM & SUBDOMAINS
Subdomains & Digital Services
api.stewartzhang.com
Live & DeployedGCF-Bridge API Gateway deployed on Cloudflare Workers. Provides Anthropic Messages (/v1/messages) and OpenAI (/v1/chat/completions) compatible endpoints for developer tools (Claude Code, Cursor, Windsurf) with Delta Slicing & prompt sanitization.
news.stewartzhang.com
Active SystemAutomated Tech News & Briefing Subscription System. Curates research updates, industrial AI trends, DACH automation insights, and outbound enterprise strategy directly to subscribers.
moe.stewartzhang.com
In Active Dev (D1 + R2)Private LLM Deployment Third-Party Evaluation & SLA Acceptance System (shijiuzhang/moe-cache-eval & arXiv:2608.07911). Benchmarks MoE expert cache offloading, TTFT, throughput, and private deployment compliance using Cloudflare D1 & R2.
ENTERPRISE ADVISORY
Chief Scientist Advisory
Digital Transformation & AI Consulting
Automotive & Heavy Equipment (Germany / China)
+24% Efficiency
Global Outbound Expansion & Smart Factory Automation
Architected cross-border digital transformation strategy for an automotive OEM. Implemented AI-driven predictive maintenance and cross-cultural data governance across DACH and Asian manufacturing hubs.
Process Industry & Chemical Plant
-18% Energy
Chemical Process Closed-Loop AI Optimization
Deployed real-time physics-guided AI control loops to optimize distillation columns and reactor temperatures, cutting carbon emissions and operational costs.
Supply Chain & Global Trade
+32% On-Time
Cross-Border Supply Chain Resilience Engine
Built an LLM-powered dynamic supply chain risk prediction model for enterprise global expansion (出海), integrating customs regulations, logistics data, and economic indicators.
Neural Knowledge & Research Galaxy
Interactive 100+ Node Neural Galaxy
Core Hub
Industrial AI & Control
Outbound & Economics
STRATEGIC ESSAYS
文章与战略洞见
Navigating Cross-Cultural Tech Transfer and Outbound Expansion for Manufacturing Leaders
Practical strategies for Chinese equipment manufacturers expanding into Europe and DACH markets: balancing local compliance, culture, and digital standards...
Read ArticleEconomics of Industrial AI: ROI Frameworks for Enterprise Decision Makers
Moving past proof-of-concept fatigue. A pragmatic economic evaluation model for CFOs and Chief Scientists evaluating enterprise AI investments...
Read Article
GET IN TOUCH
Let's Collaborate on Academic Research or Enterprise Transformation
Whether you are looking for academic research exchange, open-source software collaboration, or enterprise AI landing advisory, feel free to reach out.
Primary Email Address
mail@stewartzhang.com
Regions & Networks
China • Germany (DACH) • Global