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246 articles
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JD Tech Talk
JD Tech Talk
May 13, 2025 · Operations

Intelligent Supply Chain Planning Algorithms and Their Applications

The article introduces intelligent supply chain planning algorithms—including network design, inventory layout, and simulation—detailing their optimization models, high‑performance solving techniques, and real‑world impact on cost reduction, efficiency, and service experience across large‑scale logistics operations.

LogisticsOperationsalgorithm
0 likes · 12 min read
Intelligent Supply Chain Planning Algorithms and Their Applications
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 10, 2025 · Operations

How Data‑Driven Demand Analysis Can Revolutionize Your Supply Chain

This article explains why relying on intuition for supply‑chain demand analysis leads to cash‑flow problems or stockouts, outlines five key benefits of data‑driven analysis, and provides step‑by‑step guidance with dashboards, metrics, and actionable decisions to improve forecasting, delivery speed, customer satisfaction, and overall operational efficiency.

Data-drivenKPIsdecision making
0 likes · 9 min read
How Data‑Driven Demand Analysis Can Revolutionize Your Supply Chain
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 8, 2025 · Operations

Why Your Supply Chain Needs Five Core Metrics—and How to Implement Them

Most companies focus on departmental "small" metrics while ignoring the supply‑chain's overall performance, leading to stagnant profit and cash flow; this article explains why a unified set of five core indicators across procurement, planning, warehousing, logistics, and order fulfillment is essential, and shows how an ERP system can automate their collection, monitoring, and improvement.

ERPOperations Managementkey performance indicators
0 likes · 9 min read
Why Your Supply Chain Needs Five Core Metrics—and How to Implement Them
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 7, 2025 · Operations

Why Smart Procurement Beats Cheap Buying: 10 Proven Strategies to Cut Costs and Boost Supply Chain Efficiency

This article reveals why many companies fail at cost reduction and on‑time delivery, explains the core logic of procurement and supply‑chain management, and provides ten actionable strategies—from smart buying and unified standards to system‑driven processes and risk‑aware supplier management—to achieve real cost savings and operational excellence.

Cost Managementprocess automationprocurement
0 likes · 7 min read
Why Smart Procurement Beats Cheap Buying: 10 Proven Strategies to Cut Costs and Boost Supply Chain Efficiency
JD Tech
JD Tech
Apr 30, 2025 · Artificial Intelligence

TimeHF: A Billion‑Scale Time Series Forecasting Model Guided by Human Feedback

The JD Supply Chain algorithm team introduces TimeHF, a billion‑parameter time‑series large model that leverages RLHF to boost demand‑forecast accuracy by over 10%, detailing dataset construction, the PCTLM architecture, a custom RLHF framework (TPO), and extensive SOTA experimental results.

Big DataDeep LearningRLHF
0 likes · 10 min read
TimeHF: A Billion‑Scale Time Series Forecasting Model Guided by Human Feedback
21CTO
21CTO
Apr 21, 2025 · Information Security

Hidden VSCode Extensions Deploy Crypto Miners: What Developers Must Know

A recent security report reveals that ten malicious Visual Studio Code extensions, disguised as popular tools, install PowerShell loaders that persist, disable defenses, and deploy XMRig miners, highlighting a classic third‑party supply‑chain attack and urging developers to tighten defenses.

SecurityVSCodecrypto mining
0 likes · 7 min read
Hidden VSCode Extensions Deploy Crypto Miners: What Developers Must Know
Architects' Tech Alliance
Architects' Tech Alliance
Apr 17, 2025 · Artificial Intelligence

Can Huawei’s Ascend 910C Challenge Nvidia’s H100? A Deep Dive into Architecture, Performance, and Strategy

This article dissects Huawei's Ascend 910C AI accelerator, examining its dual‑chip architecture, cost‑focused packaging, performance metrics that reach roughly 80% of Nvidia's H100, speculative supply‑chain origins, and the broader strategic implications for China's position in the global AI chip race.

AI acceleratorAscend 910CHuawei
0 likes · 19 min read
Can Huawei’s Ascend 910C Challenge Nvidia’s H100? A Deep Dive into Architecture, Performance, and Strategy
Dual-Track Product Journal
Dual-Track Product Journal
Apr 11, 2025 · Operations

Why Your Replenishment System Traps You in a ‘More Restock, More Shortage’ Loop—and How to Fix It

This article dissects common failures in e‑commerce replenishment—such as hot‑product black holes, slow‑moving stock graves, and supply‑chain avalanches—and presents a seven‑step framework of dynamic forecasting, tiered strategies, distributed inventory, and automated safeguards to stabilize inventory levels.

AutomationOperationsforecasting
0 likes · 9 min read
Why Your Replenishment System Traps You in a ‘More Restock, More Shortage’ Loop—and How to Fix It
Tencent Technical Engineering
Tencent Technical Engineering
Apr 10, 2025 · Information Security

AI-Generated Code Introduces XSS Vulnerabilities: A Case Study and Security Guidance

The Woodpecker team shows that AI‑generated code, exemplified by Simon Willison’s HTML slideshow tool, can embed unsanitized inputs that create exploitable XSS flaws, and they recommend zero‑trust AI prompts, rigorous input filtering, CSP, AI‑assisted scanning, and secure supply‑chain practices to mitigate such risks.

AI securityCSPSimon Willison
0 likes · 9 min read
AI-Generated Code Introduces XSS Vulnerabilities: A Case Study and Security Guidance
JD Tech
JD Tech
Mar 13, 2025 · Operations

Ensuring Stability of the Double 11 Supply‑Chain Dashboard: Full‑Link Process, Risk Points, and Technical Safeguards

This article details how JD Logistics guarantees the stability of its Double 11 supply‑chain dashboard by mapping the entire data‑flow, identifying risk points across ingestion, processing, storage, service, and monitoring layers, and applying targeted technical and organizational safeguards.

Big DataDashboardmonitoring
0 likes · 10 min read
Ensuring Stability of the Double 11 Supply‑Chain Dashboard: Full‑Link Process, Risk Points, and Technical Safeguards
JD Tech Talk
JD Tech Talk
Mar 12, 2025 · Big Data

Ensuring Stability of the Double‑11 Supply Chain Dashboard: Full‑Chain Process, Risk Points, and Technical Safeguard Strategies

This article details how the supply‑chain big‑screen dashboard for Double‑11 maintains high stability by mapping the full data‑flow, identifying risk points across ingestion, processing, storage and service layers, and applying comprehensive technical safeguards such as high‑availability design, fault‑tolerance, monitoring, and coordinated operational procedures.

Big DataDashboarddata pipeline
0 likes · 11 min read
Ensuring Stability of the Double‑11 Supply Chain Dashboard: Full‑Chain Process, Risk Points, and Technical Safeguard Strategies
JD Tech
JD Tech
Jan 10, 2025 · Operations

Four-Year Evolution of JD Insurance Supply Chain System: Standardization, Automation, and Industry Leadership

This article chronicles the four‑year journey of JD Insurance's supply‑chain platform, detailing how the team standardized product integration, introduced automation tools like XBP and an open platform, tackled operational challenges, and achieved industry‑leading coverage of over 100 insurance companies.

InsuranceProduct Integrationplatform
0 likes · 18 min read
Four-Year Evolution of JD Insurance Supply Chain System: Standardization, Automation, and Industry Leadership
Architects' Tech Alliance
Architects' Tech Alliance
Jan 6, 2025 · Industry Insights

How Nvidia’s GB300 GPU Is Shaping AI Inference and Cloud Supply Chains

The article provides a detailed technical analysis of Nvidia’s new GB300 and B300 GPUs, comparing their performance, memory architecture, and power consumption to previous generations, and examines how these changes affect AI inference workloads, NVL72 accelerator systems, and the supply‑chain strategies of major cloud providers.

AI inferenceGPUNvidia
0 likes · 12 min read
How Nvidia’s GB300 GPU Is Shaping AI Inference and Cloud Supply Chains
DataFunSummit
DataFunSummit
Jan 2, 2025 · Operations

Data‑Driven Inventory Selection and Allocation Algorithms for JD Retail Supply Chain

This article presents JD Retail's award‑winning, data‑driven inventory selection and allocation framework that combines machine‑learning‑based demand forecasting, heuristic selection algorithms, and an end‑to‑end multi‑task learning model to improve fulfillment rates, reduce stock‑out loss, and lower inventory transfer costs in a large‑scale e‑commerce supply chain.

e‑commerceinventory optimizationmachine learning
0 likes · 21 min read
Data‑Driven Inventory Selection and Allocation Algorithms for JD Retail Supply Chain
JD Cloud Developers
JD Cloud Developers
Dec 30, 2024 · Operations

How JD’s AI‑Driven Inventory Selection & Allocation Earned the Wagner Prize

JD Retail’s supply‑chain technology team leveraged data‑driven inventory selection and allocation algorithms—combining machine‑learning forecasting, heuristic heuristics, and an end‑to‑end optimization framework—to boost fulfillment rates, cut costs, and secure the prestigious Daniel H. Wagner Prize for operations research excellence.

Operations Researche‑commerceinventory optimization
0 likes · 21 min read
How JD’s AI‑Driven Inventory Selection & Allocation Earned the Wagner Prize
DaTaobao Tech
DaTaobao Tech
Dec 27, 2024 · Operations

Supply Chain Optimization Engine Earns Operations Research Award

The Taotian Group’s algorithm team, with Zhejiang University’s School of Management, created the E‑commerce Supply Chain Optimization Decision Support System—implemented as Taotian Inventory Optimization Engine (IOS)—which uses deep learning, robust optimization and game theory to solve NP‑hard location, inventory and transfer problems, providing warehouse and inventory plans that improve efficiency and consumer experience, earning a nomination for China Operations Research Society’s Operations Application Award.

AICollaborationOperations Research
0 likes · 4 min read
Supply Chain Optimization Engine Earns Operations Research Award
JD Tech
JD Tech
Dec 27, 2024 · Operations

Joint Inventory Selection and Allocation Algorithms for JD Retail Supply Chain

JD's retail supply chain team presents a data‑driven framework combining inventory selection and allocation algorithms—ML‑Top‑K, Reverse‑Exclude, and an end‑to‑end multi‑task learning model—that improve local order fulfillment, reduce stockout loss and allocation costs, and have been deployed across its RDC/FDC network.

Operations Researchinventory optimizationsupply chain
0 likes · 20 min read
Joint Inventory Selection and Allocation Algorithms for JD Retail Supply Chain
JD Retail Technology
JD Retail Technology
Dec 27, 2024 · Industry Insights

How JD’s Data‑Driven Inventory Selection Boosted Fulfillment Efficiency

This article details JD Retail's award‑winning, data‑driven inventory selection and allocation algorithms, explains their mathematical models, heuristic and end‑to‑end learning solutions, presents experimental results on real‑world data, and quantifies the operational gains achieved after deployment.

LogisticsOperations Researche‑commerce
0 likes · 21 min read
How JD’s Data‑Driven Inventory Selection Boosted Fulfillment Efficiency
DataFunSummit
DataFunSummit
Nov 27, 2024 · Operations

Operations Research Methods for Large-Scale Supply Chain Logistics Optimization

The article explains how operations research techniques such as column generation and partition solving can optimize large‑scale supply‑chain logistics networks, detailing model formulation, constraints, computational challenges, and the benefits of generating high‑quality initial solutions for faster convergence.

Logistics Optimizationcolumn generationpartition solving
0 likes · 10 min read
Operations Research Methods for Large-Scale Supply Chain Logistics Optimization
Architects' Tech Alliance
Architects' Tech Alliance
Nov 26, 2024 · Artificial Intelligence

Get Ready for a Shakeout in Edge NPUs

The article examines the rapid growth and increasing complexity of edge AI NPUs, discussing challenges in software and hardware acceleration, supply‑chain constraints, and the need for integrated engine solutions to sustain performance and power efficiency.

NPUedge AIsoftware complexity
0 likes · 9 min read
Get Ready for a Shakeout in Edge NPUs
DataFunSummit
DataFunSummit
Nov 19, 2024 · Operations

Operations‑Research Methods for Large‑Scale Supply‑Chain Network Optimization

This article explains how operations‑research techniques such as mixed‑integer programming, column generation, and partitioned solving are applied to large‑scale supply‑chain network design, illustrating model formulation, constraints, computational challenges, and the benefits of generating high‑quality initial solutions for faster convergence.

Logistics Optimizationcolumn generationnetwork design
0 likes · 11 min read
Operations‑Research Methods for Large‑Scale Supply‑Chain Network Optimization
AntTech
AntTech
Sep 14, 2024 · Artificial Intelligence

WDTA Releases First International Standard for Large‑Model Supply‑Chain Security

At the 2024 Inclusion·Bund Conference, the World Digital Technology Academy (WDTA) unveiled the first international standard for large‑model supply‑chain security, a collaborative effort by CSA Greater China, Ant Group, Microsoft, Google, Meta, PrivateAI and others, marking a significant step in global AI governance and trust.

AI GovernanceInternational Standardslarge models
0 likes · 7 min read
WDTA Releases First International Standard for Large‑Model Supply‑Chain Security
DataFunTalk
DataFunTalk
Jul 29, 2024 · Operations

Operations Research and AI Frontiers Workshop – August 4‑5, 2024 (Zhejiang University)

The two‑day workshop hosted by Zhejiang University Management School and Shanghai Jiao Tong University brings leading scholars and industry experts to present cutting‑edge research on operations research, large‑scale optimization, AI, graph neural networks, and supply‑chain applications, with detailed speaker bios, talk titles, abstracts, and registration information.

Operations Researchconferenceoptimization
0 likes · 19 min read
Operations Research and AI Frontiers Workshop – August 4‑5, 2024 (Zhejiang University)
JD Tech Talk
JD Tech Talk
Jul 3, 2024 · Big Data

Real-time Monitoring Dashboard for Logistics Supply Chain: Architecture, Data Processing, and Stability Practices

This article describes the design and implementation of a high‑availability, real‑time logistics supply‑chain dashboard using Flink and ClickHouse, covering data processing pipelines, metric consistency, stability mechanisms, extensible configurations, and monitoring techniques to guide similar large‑screen projects.

ClickHouseFlinkReal-time Dashboard
0 likes · 9 min read
Real-time Monitoring Dashboard for Logistics Supply Chain: Architecture, Data Processing, and Stability Practices
JD Retail Technology
JD Retail Technology
Feb 26, 2024 · Artificial Intelligence

Explainable AI Forecasting and End-to-End Inventory Management in JD's Smart Supply Chain

The article details JD’s smart supply‑chain innovations, describing an explainable AI forecasting method that boosts prediction accuracy while maintaining interpretability, and an end‑to‑end inventory management model based on multi‑quantile RNNs that improves replenishment decisions, reduces costs, and enhances overall operational efficiency.

explainable AIforecastinginventory management
0 likes · 14 min read
Explainable AI Forecasting and End-to-End Inventory Management in JD's Smart Supply Chain
JD Cloud Developers
JD Cloud Developers
Jan 24, 2024 · Artificial Intelligence

How JD Retail’s AI Innovations Are Transforming Supply Chains, Advertising, and E‑Commerce

Over the past year JD Retail’s technology team has rolled out a suite of AI‑driven breakthroughs—from end‑to‑end inventory management and explainable AI in supply chain, to large‑language‑model frameworks, advanced advertising, edge‑AI, secure data platforms, and high‑quality 3D modeling—earning industry awards and boosting efficiency across e‑commerce.

3D ModelingAIEdge Computing
0 likes · 21 min read
How JD Retail’s AI Innovations Are Transforming Supply Chains, Advertising, and E‑Commerce
JD Tech
JD Tech
Jan 24, 2024 · Artificial Intelligence

JD Retail Technology 2023 Highlights: AI‑Driven Supply Chain, Large Language Models, Edge AI, Data Security, and 3D Modeling Innovations

In 2023 JD Retail’s technology team delivered a suite of AI‑powered innovations—including end‑to‑end inventory management, explainable AI for supply chain, privacy‑preserving advertising models, a ReAct‑SFT‑RAG large language model framework, edge AI inference, secure data‑safe‑house infrastructure, and high‑quality 3D modeling pipelines—demonstrating broad academic and industrial impact across multiple domains.

3D ModelingAIGCEdge Computing
0 likes · 19 min read
JD Retail Technology 2023 Highlights: AI‑Driven Supply Chain, Large Language Models, Edge AI, Data Security, and 3D Modeling Innovations
DataFunSummit
DataFunSummit
Jan 6, 2024 · Operations

Optimization Models and Algorithms for the Petroleum Industry Supply Chain under the Dual‑Carbon Goal

This article presents the challenges faced by Chinese oil‑and‑chemical enterprises in the dual‑carbon era, introduces a comprehensive production‑planning optimization model and an integrated upstream‑downstream oil‑chain model, details large‑scale non‑convex nonlinear problem solving algorithms, and demonstrates numerous practical applications such as crude‑oil selection, carbon‑footprint tracking, and multi‑plant resource allocation.

dual carbonindustrial algorithmsnonlinear programming
0 likes · 20 min read
Optimization Models and Algorithms for the Petroleum Industry Supply Chain under the Dual‑Carbon Goal
DataFunSummit
DataFunSummit
Dec 31, 2023 · Artificial Intelligence

Intelligent Supply Chain Transformation: From Zero to One and Beyond – Concepts, Technologies, and Case Studies

The article examines how cutting‑edge technologies such as machine learning and operations research can reshape consumer‑retail supply chains, outlining a four‑part framework that covers company background, the evolution from basic to intelligent supply chains, acceleration strategies, and real‑world best‑practice case studies.

AICase StudyDemand Forecasting
0 likes · 20 min read
Intelligent Supply Chain Transformation: From Zero to One and Beyond – Concepts, Technologies, and Case Studies
IT Services Circle
IT Services Circle
Dec 4, 2023 · Information Security

Supply‑Chain Vulnerabilities in the JavaScript/npm Ecosystem: Notable Cases and Lessons

This article surveys a series of high‑profile supply‑chain attacks on the JavaScript/npm ecosystem—such as left‑pad removal, malicious faker.js updates, cross‑env hijacking, is‑promise bugs, getcookies backdoors, event‑stream social‑engineering, ESLint credential leaks, manifest obfuscation, and politically‑motivated code injections—highlighting how tiny, widely‑used packages can become vectors for large‑scale compromise and what developers can do to mitigate the risk.

Securitymalwarenpm
0 likes · 17 min read
Supply‑Chain Vulnerabilities in the JavaScript/npm Ecosystem: Notable Cases and Lessons
MaGe Linux Operations
MaGe Linux Operations
Nov 12, 2023 · Blockchain

Build a Simple Blockchain in Go: Step‑by‑Step Guide with Code

This article explains how to create a basic blockchain framework using Go, covering core concepts, data structures, hash calculation, block addition, chain validation, and three practical case studies ranging from a simple cryptocurrency to supply‑chain and digital‑asset platforms.

BlockchainTutorialcryptocurrency
0 likes · 8 min read
Build a Simple Blockchain in Go: Step‑by‑Step Guide with Code
DataFunSummit
DataFunSummit
Sep 15, 2023 · Operations

The Benefits of Delay in Online Decision-Making: Models, Regret Analysis, and Empirical Findings

This presentation examines how intentionally delaying online decisions—illustrated through e‑commerce, ride‑hailing, and online gaming scenarios—can improve market thickness, reduce logistics costs, and lower regret, supported by a theoretical model, exponential regret bounds, and empirical evidence from JD.com data.

Operations Researchdelay benefitsmultisecretary problem
0 likes · 10 min read
The Benefits of Delay in Online Decision-Making: Models, Regret Analysis, and Empirical Findings
Architects Research Society
Architects Research Society
Sep 12, 2023 · Fundamentals

Why Enterprise Architecture Matters More Than Ever: Resilience, Supply‑Chain, Talent, and Delivery

The article explains how modern enterprise architecture helps organizations tackle three critical challenges—enhancing resilience and adaptability, planning for supply‑chain disruptions, and improving employee recruitment, retention, and product delivery—by mapping technology, processes, and dependencies across the enterprise.

Business ResilienceTalent Managementsupply chain
0 likes · 15 min read
Why Enterprise Architecture Matters More Than Ever: Resilience, Supply‑Chain, Talent, and Delivery
DaTaobao Tech
DaTaobao Tech
Aug 16, 2023 · Artificial Intelligence

Traditional Machine Learning for Allocation Planning in Supply Chains

The article presents a practical supply‑chain allocation‑planning case where a classic machine‑learning optimization model determines product transfers between over‑stocked and under‑stocked warehouses under capacity and demand constraints, using heuristics such as genetic algorithms and highlighting the continued relevance of traditional methods alongside deep‑learning approaches.

allocation optimizationgenetic algorithmheuristic algorithms
0 likes · 11 min read
Traditional Machine Learning for Allocation Planning in Supply Chains
DataFunTalk
DataFunTalk
Jul 29, 2023 · Operations

Operations Research and Decision Optimization Sessions at DataFun Summit 2023

The DataFun Summit 2023 Decision Intelligence Forum features leading experts from Tsinghua University, Shanshu Technology, Cainiao Network, and Alibaba Cloud presenting cutting‑edge research and real‑world case studies on operations research, supply‑chain optimization, logistics, energy markets, and decision‑making algorithms.

Decision OptimizationIndustrial ApplicationsLogistics
0 likes · 7 min read
Operations Research and Decision Optimization Sessions at DataFun Summit 2023
DataFunSummit
DataFunSummit
May 22, 2023 · Artificial Intelligence

Digital Twin in JD Retail Supply Chain: Architecture, Practices, and Future Directions

This article presents JD Retail's digital‑twin framework for its complex supply‑chain network, detailing the underlying AI‑driven intelligent diagnosis, end‑to‑end simulation platform, two concrete case studies on inventory sinking and multi‑warehouse layout optimization, and outlines future research challenges and opportunities.

AIDigital TwinJD.com
0 likes · 19 min read
Digital Twin in JD Retail Supply Chain: Architecture, Practices, and Future Directions
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Mar 27, 2023 · Industry Insights

How to Build a Scalable E‑Commerce Supply System: Lessons from Industry Leaders

This article examines the challenges of rapid‑growth e‑commerce supply chains, compares global and domestic supply‑chain software, outlines core SCM concepts, and proposes a framework of design principles, value metrics, and ROI calculations for constructing a flexible, high‑performance supply system.

Industry analysisOperationsSystem Architecture
0 likes · 11 min read
How to Build a Scalable E‑Commerce Supply System: Lessons from Industry Leaders
DataFunSummit
DataFunSummit
Mar 22, 2023 · Artificial Intelligence

Sales Forecasting in Alibaba Health's Pharmaceutical E‑commerce: Business Background, Algorithm Solutions, and Scenario Exploration

The article details a comprehensive presentation on Alibaba Health's pharmaceutical e‑commerce sales forecasting, covering supply‑chain challenges, the evolution of time‑series prediction methods, a full data‑to‑model pipeline, change‑point detection, handling imbalanced data, multi‑model fusion, and specialized seasonal and long‑sequence forecasting techniques.

Alibaba HealthSales ForecastingTime Series
0 likes · 16 min read
Sales Forecasting in Alibaba Health's Pharmaceutical E‑commerce: Business Background, Algorithm Solutions, and Scenario Exploration
DataFunSummit
DataFunSummit
Mar 7, 2023 · Operations

Intelligent Replenishment and Allocation Algorithms in Alibaba Health's Pharmaceutical E‑commerce Supply Chain

The article presents a comprehensive overview of Alibaba Health's supply‑chain algorithms for intelligent replenishment and allocation, detailing the overall architecture, model evolution from safety‑stock to reinforcement learning, simulation validation, multi‑objective optimization, and practical Q&A on deployment.

Alibaba HealthOperations Researchallocation
0 likes · 23 min read
Intelligent Replenishment and Allocation Algorithms in Alibaba Health's Pharmaceutical E‑commerce Supply Chain
DataFunTalk
DataFunTalk
Feb 13, 2023 · Operations

Supply Chain Algorithms and Fresh Food Automatic Replenishment System at Hema

This article presents a comprehensive overview of Hema's supply chain, detailing its business model, logistics‑inventory trade‑offs, algorithmic positioning, and the design, modules, and achievements of its fresh‑food automatic replenishment system, which leverages demand forecasting, graph neural networks, and dynamic inventory control.

Demand ForecastingFresh Food Replenishmentartificial intelligence
0 likes · 11 min read
Supply Chain Algorithms and Fresh Food Automatic Replenishment System at Hema
DataFunSummit
DataFunSummit
Feb 2, 2023 · Artificial Intelligence

Exploring Super Automation in JD Supply Chain: Architecture, Applications, and Future Outlook

This article presents JD's super automation approach for its supply chain, detailing the business background, challenges, AI‑driven forecasting, procurement, intelligent allocation, inventory clearing, integrated decision making, and future directions toward fully automated, optimal end‑to‑end operations.

JD.comforecastingmachine learning
0 likes · 17 min read
Exploring Super Automation in JD Supply Chain: Architecture, Applications, and Future Outlook
DataFunTalk
DataFunTalk
Jan 22, 2023 · Artificial Intelligence

Alibaba Digital Supply Chain: From Digitalization to Intelligent Forecasting

This presentation outlines Alibaba's digital supply chain strategy, detailing the data, analysis, and decision challenges, the multi‑layer digitalization and intelligent solutions, the evolution of the Falcon forecasting technology, and the Alibaba DChain Forecast SaaS product, with case studies and a Q&A.

AIAlibabaDigitalization
0 likes · 22 min read
Alibaba Digital Supply Chain: From Digitalization to Intelligent Forecasting
GuanYuan Data Tech Team
GuanYuan Data Tech Team
Dec 29, 2022 · Artificial Intelligence

How AI Transforms DTC Supply‑Chain Replenishment: From Safety‑Stock Theory to Real‑World Deployment

This article explains how AI‑driven forecasting, joint error‑distribution safety‑stock calculations, and MLOps‑backed simulation are combined to optimize DTC replenishment, improve inventory days and stock‑out rates, and address practical deployment challenges in fast‑growing e‑commerce supply chains.

AIMLOpsreplenishment
0 likes · 21 min read
How AI Transforms DTC Supply‑Chain Replenishment: From Safety‑Stock Theory to Real‑World Deployment
Model Perspective
Model Perspective
Dec 25, 2022 · Operations

How Quantum Particle Swarm Optimizes Cold-Chain Logistics Networks

Using a nonlinear mixed-integer programming model and a quantum-behaved particle swarm optimization algorithm, this study designs and solves the cold-chain logistics network for fresh agricultural products, determining optimal locations for pre-cooling stations and distribution centers while minimizing construction and transportation costs.

cold chain logisticsmixed integer programmingoptimization
0 likes · 14 min read
How Quantum Particle Swarm Optimizes Cold-Chain Logistics Networks
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Dec 19, 2022 · Operations

Inventory Balancing and Warehouse Distribution Strategy

The article explains how to mathematically balance inventory across multiple self‑operated big and cloud warehouses by calculating an ideal split ratio, allocating procurement, and recommending inter‑warehouse transfers—using a rule‑engine‑driven three‑service architecture that accounts for inbound/outbound flows, channel stocking, and cost‑efficiency to improve delivery performance.

BalancingLogisticsdistribution
0 likes · 11 min read
Inventory Balancing and Warehouse Distribution Strategy
DataFunSummit
DataFunSummit
Nov 19, 2022 · Operations

Large-Scale Supply Chain Inventory Optimization Using Recurrent Neural Networks

This article presents a novel approach that leverages recurrent neural network techniques and TensorFlow to dramatically accelerate simulation and optimization of massive supply‑chain networks, enabling efficient inventory positioning and safety‑stock decisions for networks with hundreds of thousands of items.

Recurrent Neural NetworkTensorFlowinventory optimization
0 likes · 13 min read
Large-Scale Supply Chain Inventory Optimization Using Recurrent Neural Networks
DeWu Technology
DeWu Technology
Nov 4, 2022 · Industry Insights

Inside DeWu’s First Tech Salon: E‑commerce Backend Architecture, AI Customer Service, and Anti‑Spoofing Insights

The article recaps DeWu Technology's inaugural Hangzhou tech salon, highlighting speaker insights on e‑commerce backend service stability, intelligent customer‑service evolution, anti‑spoofing facial‑recognition technology, and a six‑module fulfillment platform architecture, while showcasing the team's rapid growth and future goals.

AI Customer ServiceBackend Architectureanti-spoofing
0 likes · 7 min read
Inside DeWu’s First Tech Salon: E‑commerce Backend Architecture, AI Customer Service, and Anti‑Spoofing Insights
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Oct 10, 2022 · Operations

Design and Evolution of Locked Inventory in an E‑commerce System

The article outlines how the Strict Selection e‑commerce platform evolved its locked‑inventory function from a basic tool into a strategic, multi‑layer capability that allocates dedicated stock for marketing, channel, and warehouse scenarios, using sales‑layer and physical‑layer locks and automated strategies to improve flexibility, efficiency, and inventory turnover.

inventory managementlocked inventorystock allocation
0 likes · 9 min read
Design and Evolution of Locked Inventory in an E‑commerce System
DataFunSummit
DataFunSummit
Sep 17, 2022 · Operations

Decision Intelligence in Manufacturing: In‑Depth Practices and Research Presentations at DataFun Summit 2022

The DataFun Summit 2022 featured a series of expert talks on data‑driven decision intelligence for large‑scale manufacturing networks, covering inventory safety stock optimization, AI‑based production planning, industrial solver applications, and real‑world case studies to help attendees improve supply‑chain efficiency and adopt intelligent manufacturing technologies.

Manufacturingdecision intelligenceoptimization
0 likes · 11 min read
Decision Intelligence in Manufacturing: In‑Depth Practices and Research Presentations at DataFun Summit 2022
DataFunSummit
DataFunSummit
Sep 16, 2022 · Operations

Decision Intelligence and Operations Optimization in the Automotive Industry: Practices, Challenges, and Lessons Learned

This article explores how decision‑intelligence and operations‑research techniques are applied across the automotive supply chain, detailing the industry’s structure, optimization methods at strategic, planning and execution levels, implementation difficulties, and practical lessons drawn from real‑world projects.

Operations Researchautomotive industrydecision intelligence
0 likes · 14 min read
Decision Intelligence and Operations Optimization in the Automotive Industry: Practices, Challenges, and Lessons Learned
GuanYuan Data Tech Team
GuanYuan Data Tech Team
Sep 8, 2022 · Artificial Intelligence

How AI Reinforcement Learning Transforms Smart Replenishment in Retail

This article examines the technical challenges of intelligent replenishment—model stability, complexity, generalization, and interpretability—and explains how a few‑shot imitation learning and inverse reinforcement learning framework can overcome these issues to deliver reliable, low‑cost AI‑driven supply‑chain decisions.

AIimitation learningmodel stability
0 likes · 22 min read
How AI Reinforcement Learning Transforms Smart Replenishment in Retail
DataFunTalk
DataFunTalk
Aug 24, 2022 · Databases

Building Intelligent Supply Chains with Graph Databases and Knowledge Graphs

This article explains how the data challenges of modern intelligent supply chains can be addressed by using graph databases and knowledge graphs, detailing supply chain background, graph database fundamentals, graph algorithms, and real‑world case studies that illustrate risk assessment and logistics optimization.

Knowledge GraphNeo4jgraph algorithms
0 likes · 18 min read
Building Intelligent Supply Chains with Graph Databases and Knowledge Graphs
DataFunTalk
DataFunTalk
Aug 16, 2022 · Operations

Decision Intelligence and Operations Optimization in the Automotive Industry: Concepts, Applications, Challenges, and Practical Experience

This article explains how decision‑intelligence and operations‑research techniques are applied across the automotive supply chain, describing the industry structure, optimization methods at strategic, planning and execution levels, implementation difficulties, real‑world case studies, and lessons learned from a decade of data‑analysis practice.

Operations Researchautomotive industrydecision intelligence
0 likes · 15 min read
Decision Intelligence and Operations Optimization in the Automotive Industry: Concepts, Applications, Challenges, and Practical Experience
Model Perspective
Model Perspective
Jun 25, 2022 · Operations

Solving the Transshipment Problem with Python PuLP: A Step-by-Step Guide

This article explains the transshipment problem—a special case of transportation with intermediate warehouses—provides its mathematical formulation, defines indices, decision variables, parameters, objective function and constraints, and demonstrates a complete Python implementation using the PuLP library, including sample data and solution output.

Linear ProgrammingPuLPPython
0 likes · 8 min read
Solving the Transshipment Problem with Python PuLP: A Step-by-Step Guide
Cloud Native Technology Community
Cloud Native Technology Community
Jun 13, 2022 · Information Security

2022 Cloud‑Native Threat Report: Key Findings on Kubernetes Attacks, Supply‑Chain Risks, and Log4j Exploits

The 2022 Cloud‑Native Threat Report reveals a rise in Kubernetes‑targeted attacks, persistent supply‑chain threats in container images, and active exploitation of the Log4j zero‑day, underscoring the urgent need for specialized security measures in modern cloud‑native environments.

KubernetesSecuritycloud-native
0 likes · 4 min read
2022 Cloud‑Native Threat Report: Key Findings on Kubernetes Attacks, Supply‑Chain Risks, and Log4j Exploits
Model Perspective
Model Perspective
May 23, 2022 · Operations

Modeling Reasonable Price Fluctuations During Shanghai’s COVID Lockdown

This article outlines a research framework for identifying price‑driving factors, building mathematical models to define reasonable price ranges for individual goods and regions, and evaluating whether Shanghai’s lockdown‑era commodity prices were excessive, ultimately offering policy recommendations for future emergencies.

COVID lockdowneconomic analysismathematical modeling
0 likes · 3 min read
Modeling Reasonable Price Fluctuations During Shanghai’s COVID Lockdown
DataFunTalk
DataFunTalk
May 11, 2022 · Artificial Intelligence

Graph and AI Accelerate Supply Chain Digital Transformation

This presentation explores how combining graph computing with artificial intelligence can address modern supply chain challenges, improve decision‑making, and enable digital transformation, illustrated by a Jaguar Land Rover case study that demonstrates risk analysis, optimization, and cost reduction.

Case StudyDigital TransformationTigerGraph
0 likes · 12 min read
Graph and AI Accelerate Supply Chain Digital Transformation
IT Services Circle
IT Services Circle
Apr 24, 2022 · Operations

ASML CEO Says Companies Are Harvesting Chips from Washing Machines Amid a Global Semiconductor Shortage

The article examines ASML CEO Peter Wennink's claim that industrial groups are buying washing machines to extract semiconductor components, analyzes the underlying data on ASML's Q1 2022 performance, explores the technical feasibility of recycling washing‑machine chips, and places the discussion within the broader context of the worldwide chip shortage and its impact on supply chains.

ASMLchip shortagelithography
0 likes · 10 min read
ASML CEO Says Companies Are Harvesting Chips from Washing Machines Amid a Global Semiconductor Shortage
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Apr 18, 2022 · Artificial Intelligence

Supply‑Demand Coordination in E‑commerce: Challenges and Algorithmic Solutions

Effective e‑commerce supply‑demand coordination requires accurate SKU‑level forecasting, optimized replenishment under MOQ and lead‑time constraints, and dynamic post‑sale traffic control, using a blend of time‑series, tree‑based and deep learning models together with expert knowledge to minimize inventory costs and avoid stock‑outs.

AIDemand Forecastingalgorithm
0 likes · 10 min read
Supply‑Demand Coordination in E‑commerce: Challenges and Algorithmic Solutions
DataFunTalk
DataFunTalk
Apr 1, 2022 · Operations

Integrated Digital Supply Chain: JD Logistics' Intelligent Planning, Algorithm Platform, and Digital Twin Practices

This article explores JD Logistics' integrated digital supply chain, detailing its evolution, the construction of an algorithm middle‑platform, engineering platforms, digital twin system, real‑world case studies, and future talent and ecosystem directions, illustrating how AI and big‑data technologies drive end‑to‑end logistics optimization.

AI OptimizationAlgorithm PlatformBig Data
0 likes · 16 min read
Integrated Digital Supply Chain: JD Logistics' Intelligent Planning, Algorithm Platform, and Digital Twin Practices
YunZhu Net Technology Team
YunZhu Net Technology Team
Jan 12, 2022 · Operations

Understanding Supply Chain and Supply Chain Management: Concepts, Models, and Challenges

This article explains the fundamental concepts of supply chains, distinguishes them from logistics, outlines the roles of various participants, describes the flow of products, information, and funds, and discusses major challenges such as the bullwhip effect and the trade‑off between cost, speed, and flexibility.

Bullwhip EffectInformation FlowLogistics
0 likes · 17 min read
Understanding Supply Chain and Supply Chain Management: Concepts, Models, and Challenges
Selected Java Interview Questions
Selected Java Interview Questions
Jan 11, 2022 · Backend Development

Decoupling Business Logic with Real‑Time Data Synchronization: Redundant Data and Bifrost Middleware in a Supply‑Chain Microservice Architecture

The article examines a supply‑chain microservice system where initial product‑centric design caused performance and dependency problems, explores data‑redundancy and message‑based sync approaches, and ultimately proposes a decoupled real‑time synchronization solution using the Bifrost open‑source middleware to improve scalability and maintainability.

Backend ArchitectureBifrostMicroservices
0 likes · 10 min read
Decoupling Business Logic with Real‑Time Data Synchronization: Redundant Data and Bifrost Middleware in a Supply‑Chain Microservice Architecture
HomeTech
HomeTech
Dec 29, 2021 · Information Security

2021 npm Year‑End Review: Major Releases, Supply‑Chain Attacks, and Future Outlook

The article reviews npm’s 2021 milestones—including the official release of npm 7.0 with performance gains and new features—while highlighting a wave of supply‑chain attacks on popular packages, discussing the rise of Corepack, and offering a forward‑looking perspective on the ecosystem’s challenges and opportunities.

CorepackNode.jsSecurity
0 likes · 9 min read
2021 npm Year‑End Review: Major Releases, Supply‑Chain Attacks, and Future Outlook
JD Tech
JD Tech
Dec 24, 2021 · Artificial Intelligence

JD.com Announces 2021 Technology Achievements: AI Breakthroughs, Cloud Innovations, and Industry Applications

In its 2021 technology report, JD.com highlights over 220 published papers, 60 competition awards, 260 breakthroughs—including advances in trustworthy AI, quantum computing, multimodal AI, and supply‑chain automation—while showcasing cloud‑native infrastructure, information‑security innovations, and numerous industry‑focused applications across logistics, retail, and smart cities.

Quantum Computingartificial intelligencecloud computing
0 likes · 11 min read
JD.com Announces 2021 Technology Achievements: AI Breakthroughs, Cloud Innovations, and Industry Applications
Programmer DD
Programmer DD
Oct 29, 2021 · Backend Development

How Keep Revamped Its E‑Commerce Supply Chain with DDD and EventStore

This article details Keep’s practical application of Domain‑Driven Design to overhaul its e‑commerce supply‑chain system, describing the legacy challenges, the step‑by‑step DDD restructuring—including inventory modeling, bounded contexts, hexagonal architecture, CQRS, event sourcing, and testing—plus the resulting benefits and best‑practice insights.

DDDEvent SourcingJava
0 likes · 9 min read
How Keep Revamped Its E‑Commerce Supply Chain with DDD and EventStore
21CTO
21CTO
Oct 10, 2021 · Operations

2021 Uptime Institute Survey: Data Center Sustainability & Reliability Trends

The 2021 Uptime Institute Global Data Center Survey, based on responses from over 800 operators and owners worldwide, highlights growing sustainability concerns, decreasing outage frequency, persistent challenges in water usage and emissions tracking, the impact of AI, supply‑chain disruptions, and rising rack density trends.

AISustainabilityrack density
0 likes · 9 min read
2021 Uptime Institute Survey: Data Center Sustainability & Reliability Trends
IT Architects Alliance
IT Architects Alliance
Oct 7, 2021 · Backend Development

Applying DDD to Refactor Keep's E‑commerce Supply‑Chain System

This article describes how Keep used Domain‑Driven Design, bounded contexts, hexagonal architecture, CQRS, and an EventStore‑based event‑sourcing solution to rebuild its legacy supply‑chain (inventory) system, improve inventory accuracy, simplify extensions, and establish a reusable DDD practice for future micro‑service development.

DDDEvent Sourcingsupply chain
0 likes · 7 min read
Applying DDD to Refactor Keep's E‑commerce Supply‑Chain System
Java High-Performance Architecture
Java High-Performance Architecture
Oct 6, 2021 · Backend Development

How DDD and Event Sourcing Revamped a Legacy Supply‑Chain System

This article details how a legacy e‑commerce supply‑chain system was re‑architected using Domain‑Driven Design, Hexagonal architecture, CQRS, and an EventStore solution to resolve unclear boundaries, inventory inaccuracies, and scalability issues while improving testability and operational efficiency.

Backend ArchitectureDDDEvent Sourcing
0 likes · 8 min read
How DDD and Event Sourcing Revamped a Legacy Supply‑Chain System
Architecture Digest
Architecture Digest
Oct 1, 2021 · Backend Development

Refactoring a Legacy Supply‑Chain System with DDD, Hexagonal Architecture, and EventStore

The article details how a legacy e‑commerce supply‑chain system plagued by unclear boundaries, inventory inaccuracies, and tangled dependencies was redesigned using domain‑driven design, hexagonal architecture, CQRS, and an EventStore solution, resulting in accurate inventory, easier extensions, and a reusable event‑driven component.

BackendDDDEvent Sourcing
0 likes · 10 min read
Refactoring a Legacy Supply‑Chain System with DDD, Hexagonal Architecture, and EventStore
Top Architect
Top Architect
Sep 28, 2021 · Backend Development

Applying Domain‑Driven Design to Refactor Keep's E‑commerce Supply Chain System

This article describes how Keep leveraged Domain‑Driven Design, hexagonal architecture, CQRS and EventStore to restructure a legacy supply‑chain system, solve inventory inaccuracies, improve modularity, and achieve scalable, maintainable backend services for its e‑commerce platform.

Backend ArchitectureDDDDomain-Driven Design
0 likes · 7 min read
Applying Domain‑Driven Design to Refactor Keep's E‑commerce Supply Chain System
OPPO Amber Lab
OPPO Amber Lab
Aug 3, 2021 · Information Security

Uncovering BLE: History, Security Risks, and How to Protect Your IoT Devices

This article traces the evolution of Bluetooth Low Energy (BLE), explains why it dominates modern IoT, and examines three major security threat vectors—protocol flaws, supply‑chain vulnerabilities, and product design weaknesses—while offering concrete mitigation strategies and reference resources.

BLEBluetooth Low EnergyIoT security
0 likes · 13 min read
Uncovering BLE: History, Security Risks, and How to Protect Your IoT Devices
Meituan Technology Team
Meituan Technology Team
Jul 8, 2021 · Backend Development

Meituan Tech Salon: In‑store Platformization Practices

At Meituan’s 63rd Tech Salon, experts detailed how the company is platformizing its in‑store operations—unifying supply‑chain, transaction, settlement and CRM systems across food delivery, hotels, tickets and lifestyle services—to achieve scalable, reusable, user‑friendly solutions, sharing hard‑won lessons and outlining future integration plans.

BackendCRMMeituan
0 likes · 4 min read
Meituan Tech Salon: In‑store Platformization Practices
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jul 1, 2021 · Operations

Inside JD.com’s Order Transfer and Fulfillment Workflow

This article explains JD.com’s comprehensive order transfer, inventory management, fulfillment workflow, and risk‑control mechanisms, illustrating how orders are allocated to warehouses, scheduled for production, and monitored to ensure efficient e‑commerce operations.

E‑commerce Operationsinventory managementorder fulfillment
0 likes · 10 min read
Inside JD.com’s Order Transfer and Fulfillment Workflow
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 21, 2021 · Fundamentals

Mastering DDD in Supply Chain: Overcoming Complexity with Strategic Design

This article shares practical experiences and insights on applying Domain‑Driven Design to the supply‑chain product domain, explaining software complexity, core DDD concepts, layered architecture, bounded contexts, and implementation challenges, and offering concrete techniques for continuous model evolution.

Domain-Driven Designcomplexity managementsupply chain
0 likes · 12 min read
Mastering DDD in Supply Chain: Overcoming Complexity with Strategic Design
Youzan Coder
Youzan Coder
Jun 15, 2021 · Operations

Supply Chain Business Model, Architecture, and Complexity Solutions in Retail SaaS

The article outlines Youzan’s SaaS supply‑chain solution for retailers, detailing its end‑to‑end business model, layered architecture, and complexity‑reduction tactics such as domain‑driven design, event‑driven orchestration and strategy‑based abstraction, while explaining how supply‑chain inventory is transformed into sales inventory and noting future plans for a visual workflow engine.

Domain-Driven DesignRetail SaaSinventory management
0 likes · 10 min read
Supply Chain Business Model, Architecture, and Complexity Solutions in Retail SaaS
21CTO
21CTO
Apr 4, 2021 · Product Management

Why Huang Zheng Quit Pinduoduo: Business, Investment and Entrepreneurship Lessons

The article explores Huang Zheng's resignation from Pinduoduo, his personal journey from a modest upbringing to leading a tech giant, and distills his insights on product strategy, competition with Taobao, investment philosophy, and broader thoughts on supply‑demand dynamics and wealth transfer.

Business strategyEntrepreneurshipe‑commerce
0 likes · 19 min read
Why Huang Zheng Quit Pinduoduo: Business, Investment and Entrepreneurship Lessons
NetEase Yanxuan Technology Product Team
NetEase Yanxuan Technology Product Team
Mar 29, 2021 · Operations

How Yanxuan Designs a Multi‑Layer Inventory System for Seamless E‑Commerce

This article examines Yanxuan's inventory management challenges and presents a layered design—warehouse, physical, and sales layers—combined with a flexible lock‑stock pool to support multi‑channel, multi‑warehouse operations while addressing promotional and special‑use inventory requirements.

Layered DesignOperationse‑commerce
0 likes · 14 min read
How Yanxuan Designs a Multi‑Layer Inventory System for Seamless E‑Commerce
JD Tech
JD Tech
Mar 5, 2021 · Artificial Intelligence

JD.com’s Vision for AI-Driven Integration of Technology and the Real Economy

The article outlines JD.com’s strategic focus on integrating artificial intelligence, blockchain, cloud‑edge computing and other emerging technologies with the real economy to build a trustworthy, digital‑intelligent supply chain that drives high‑quality development and empowers millions of enterprises.

Digital TransformationJD.comartificial intelligence
0 likes · 4 min read
JD.com’s Vision for AI-Driven Integration of Technology and the Real Economy
DataFunSummit
DataFunSummit
Feb 28, 2021 · Product Management

Analysis of Shein's Fast Fashion Business Model and Its Data‑Driven Competitive Advantages

The article examines Shein's rapid‑growth fast‑fashion model, highlighting its data‑driven product planning, ultra‑flexible supply chain, digitalization, and logistics capabilities, and discusses how these strengths create a scalable competitive edge and potential opportunities for domestic and international players.

Data‑DrivenE‑commerceFast Fashion
0 likes · 12 min read
Analysis of Shein's Fast Fashion Business Model and Its Data‑Driven Competitive Advantages
21CTO
21CTO
Feb 16, 2021 · Information Security

How Hackers Exploit Dependency Confusion to Hijack Packages and Earn Bounties

Security researcher Alex Birsan demonstrates how simple dependency‑confusion attacks—registering private package names on public registries like npm, PyPI, and RubyGems—can silently compromise internal build systems of major tech firms, yielding high‑value bug bounties while exposing systemic risks in package management.

Bug Bountydependency confusionnpm
0 likes · 14 min read
How Hackers Exploit Dependency Confusion to Hijack Packages and Earn Bounties
Architects' Tech Alliance
Architects' Tech Alliance
Jan 12, 2021 · Industry Insights

Why Domestic CPUs Matter: Market Landscape, Supply Chain, and Future Paths

An overview of the CPU’s pivotal role in IT systems leads into a four‑point framework for domestic processors, covering ARM’s market dominance, the semiconductor supply chain, three development pathways—X86 licensing, ARM licensing, and self‑designed architectures—and the security‑driven outlook shaping China’s future CPU landscape.

CPUDomestic ChipIndustry analysis
0 likes · 3 min read
Why Domestic CPUs Matter: Market Landscape, Supply Chain, and Future Paths