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supply chain

280 articles · Page 2 of 3
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Aug 18, 2025 · Operations

Why Fixing the Production Line Alone Won’t Solve Capacity Bottlenecks

Many managers blame the workshop when capacity falls short, but the real issue lies in misaligned production, planning, procurement, and logistics; this article explains how to diagnose bottlenecks, use data-driven methods, and implement coordinated supply‑chain strategies to boost throughput.

Production optimizationcapacity planningsupply chain
0 likes · 10 min read
Why Fixing the Production Line Alone Won’t Solve Capacity Bottlenecks
JD Tech Talk
JD Tech Talk
Aug 5, 2025 · Artificial Intelligence

How AI is Revolutionizing Supply Chains: JD.com's Billion‑Scale Time‑Series Model

The article details JD.com’s AI‑driven supply‑chain innovations, including a billion‑scale pure time‑series model, advanced demand forecasting, intelligent inventory selection, and end‑to‑end allocation algorithms that dramatically improve efficiency, cost, and global supply‑chain transformation.

AILogistics OptimizationTime Series Forecasting
0 likes · 10 min read
How AI is Revolutionizing Supply Chains: JD.com's Billion‑Scale Time‑Series Model
JD Retail Technology
JD Retail Technology
Jul 31, 2025 · Artificial Intelligence

How AI is Revolutionizing Supply Chains: JD.com’s Billion‑Parameter Time‑Series Model

At the 2025 AI Innovation & Entrepreneurship Conference in Hangzhou, JD.com’s chief scientists unveiled a billion‑parameter time‑series large model and end‑to‑end inventory algorithms that dramatically boost demand forecasting, dynamic allocation, and overall supply‑chain efficiency, illustrating how AI can transform global logistics networks.

AIData‑Driven Decision MakingLogistics Optimization
0 likes · 10 min read
How AI is Revolutionizing Supply Chains: JD.com’s Billion‑Parameter Time‑Series Model
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 22, 2025 · Operations

How to Build an Automated Procurement Inquiry & Quotation System

This guide explains the common pain points of manual procurement inquiries and quotations, then walks through a five‑step approach to create an online, automated system that streamlines demand collection, supplier notification, price entry, real‑time comparison, and final price confirmation, improving accuracy and efficiency for both buyers and suppliers.

AutomationOperationsWorkflow
0 likes · 9 min read
How to Build an Automated Procurement Inquiry & Quotation System
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 14, 2025 · Operations

How to Turn Uncooperative Suppliers into Collaborative Partners with Smart SRM Design

This article explains why suppliers often seem uncooperative, identifies the three core concerns that drive their behavior, and outlines five practical SRM system features—real‑time reconciliation, payment visibility, production planning, inventory alerts, and transparent performance—that transform supplier relationships into mutually beneficial collaborations.

OperationsProcess OptimizationSRM
0 likes · 8 min read
How to Turn Uncooperative Suppliers into Collaborative Partners with Smart SRM Design
Dual-Track Product Journal
Dual-Track Product Journal
Jul 11, 2025 · Operations

Mastering WMS Quality Inspection: Key Steps to Prevent Defective Stock

This article explains the essential quality inspection process within a Warehouse Management System (WMS), outlining its core objectives, common strategies, detailed workflow steps, and how proper inspection reduces defects, lowers costs, ensures compliance, and supports continuous supply‑chain improvement.

WMSWarehouse Operationsinventory management
0 likes · 6 min read
Mastering WMS Quality Inspection: Key Steps to Prevent Defective Stock
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 10, 2025 · Operations

Supply Chain vs Industry Chain: What’s the Real Difference and How to Master Them?

This article demystifies the concepts of supply chain and industry chain, compares their scopes using everyday cooking analogies, highlights common supply‑chain pitfalls in enterprises, and explains how a digital supply‑chain system with procurement, inventory, and logistics modules can solve these problems.

InventoryOperations Managementdigital transformation
0 likes · 10 min read
Supply Chain vs Industry Chain: What’s the Real Difference and How to Master Them?
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 9, 2025 · Operations

Mastering Supplier Assessment: From Pitfalls to a PDCA‑Driven Process

This article explains why many companies struggle with supplier assessments, identifies three common pitfalls, and provides a step‑by‑step PDCA framework—including indicator selection, scoring design, result grading, and system automation—to turn assessments into a strategic tool for risk control, cost reduction, and supplier improvement.

PDCAperformance managementrisk management
0 likes · 12 min read
Mastering Supplier Assessment: From Pitfalls to a PDCA‑Driven Process
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 8, 2025 · Operations

Mastering Procurement Management: Build a Seamless System in 5 Practical Steps

This guide explains why every money‑related process must be standardized, breaks down procurement management into demand, execution, and delivery, identifies five core problems, and shows how to construct a complete procurement system with modules for suppliers, requests, orders, inbound/return, and dashboards.

Process OptimizationSystem DesignWorkflow
0 likes · 12 min read
Mastering Procurement Management: Build a Seamless System in 5 Practical Steps
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 4, 2025 · Operations

How Xiaomi’s Supply Chain Mastery Fuels Market Dominance – Lessons for All

Xiaomi’s rapid market breakthroughs across diverse sectors stem from a highly efficient, low‑cost, high‑turnover supply chain that leverages short payment terms, stable demand, rigorous standards, and digital tools, illustrating how strategic supply‑chain management can become a decisive competitive advantage for any company.

Business StrategyLean ProductionOperations Management
0 likes · 14 min read
How Xiaomi’s Supply Chain Mastery Fuels Market Dominance – Lessons for All
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 3, 2025 · Operations

Why Good Production Planning Beats Simple Scheduling: Mastering Resources, Rhythm, and Risk

This article explains how effective production planning goes beyond task ordering to coordinate resources, align market‑production‑supply rhythms, and manage risks, offering a four‑step framework—forecasting, scheduling, collaboration, and system mechanisms—to achieve stable, value‑driven manufacturing outcomes.

ERPmanufacturing operationsproduction planning
0 likes · 9 min read
Why Good Production Planning Beats Simple Scheduling: Mastering Resources, Rhythm, and Risk
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 1, 2025 · Operations

Why Inventory Turnover Rate Is the True KPI for Supply Chain Efficiency

Inventory turnover rate, not delivery time or fulfillment rate, is the key metric for evaluating supply chain efficiency; this article explains its definitions, business-specific calculations, common pitfalls, data requirements, and practical steps to set, monitor, and leverage the metric for better operational performance.

Data AnalysisKPIsOperations
0 likes · 9 min read
Why Inventory Turnover Rate Is the True KPI for Supply Chain Efficiency
IT Services Circle
IT Services Circle
Jun 29, 2025 · Product Management

Why Power Banks Are Being Recalled: Inside the 3C Certification Crisis

Recent investigations reveal that major power‑bank brands like Romash and Anker are facing massive recalls due to 3C certification suspensions caused by defective battery cells, supply‑chain material changes, and rising non‑compliance rates, prompting stricter safety standards and supply‑chain traceability measures.

3C certificationconsumer safetymobile accessories
0 likes · 9 min read
Why Power Banks Are Being Recalled: Inside the 3C Certification Crisis
Qiming AI - Digital Management Talk
Qiming AI - Digital Management Talk
Jun 23, 2025 · Operations

9 Essential Supply Chain Metrics to Transform Data‑Driven Decisions

This article outlines nine crucial supply‑chain metrics across procurement, production, logistics and overall efficiency, explains their formulas and real‑world examples, and shows how each indicator can be used to identify problems, benchmark performance, and drive data‑driven decision‑making for cost reduction and customer satisfaction.

Efficiencydata-drivenlogistics
0 likes · 12 min read
9 Essential Supply Chain Metrics to Transform Data‑Driven Decisions
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jun 19, 2025 · Operations

Boost Your Business: Master Inventory Turnover for Faster Cash Flow

This article explains what inventory turnover is, why it matters for cash flow and operational efficiency, and provides a three‑step framework—data dashboards, product rhythm management, and supply‑chain coordination—plus three key monitoring practices (trend, product, people) to continuously improve warehouse performance.

KPIsOperationsinventory turnover
0 likes · 8 min read
Boost Your Business: Master Inventory Turnover for Faster Cash Flow
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jun 18, 2025 · Operations

How to Build a Bulletproof Procurement System and Avoid Being Blamed

This article explains why procurement teams often get blamed when supply chain issues arise and outlines a practical, step‑by‑step framework—including standardized demand entry, automated approvals, consistent pricing comparisons, clear contract delivery nodes, and closed‑loop payment—to create a transparent, efficient procurement system.

OperationsProcess AutomationWorkflow
0 likes · 7 min read
How to Build a Bulletproof Procurement System and Avoid Being Blamed
JD Tech
JD Tech
Jun 16, 2025 · Operations

How Advanced Optimization and Simulation Algorithms Transform Supply Chain Planning

This article explores how cutting‑edge optimization and simulation techniques empower supply‑chain planning—covering network design, inventory layout, and large‑scale scenario modeling—to reduce costs, improve efficiency, and enhance user experience through fast, scalable algorithms and AI‑driven insights.

AlgorithmOptimizationSimulation
0 likes · 9 min read
How Advanced Optimization and Simulation Algorithms Transform Supply Chain Planning
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jun 12, 2025 · Operations

6 Proven Strategies to Master Procurement Cost Control

This article breaks down procurement cost control into six practical methods—centralized buying, design‑stage BOM optimization, advance planning, supplier tiering, cross‑functional quality collaboration, and digital workflow automation—showing how system thinking and total cost of ownership analysis can dramatically reduce expenses.

Cost Controldigital procurementprocurement
0 likes · 9 min read
6 Proven Strategies to Master Procurement Cost Control
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jun 10, 2025 · Operations

Why Digital Procurement Fails and How to Build End‑to‑End Collaboration

This article explains why many digital procurement projects fail, identifies five common pitfalls—from neglecting process redesign to siloed systems—and offers a step‑by‑step end‑to‑end collaboration framework that aligns demand, approval, planning, supplier, and data flows for true procurement digitalization.

End-to-EndWorkflowcollaboration
0 likes · 9 min read
Why Digital Procurement Fails and How to Build End‑to‑End Collaboration
360 Tech Engineering
360 Tech Engineering
Jun 4, 2025 · Information Security

Security Risk Assessment and Governance for Model Context Protocol (MCP) Ecosystem

This article systematically analyzes the security threats of the Model Context Protocol (MCP) ecosystem—including supply‑chain poisoning, backdoors, tool‑description injection, malicious updates, cloud‑service abuse, installer vulnerabilities, and open‑source risks—and proposes concrete governance measures and early‑stage implementations to help enterprises secure MCP deployments and operations.

AIMCPModel Context Protocol
0 likes · 18 min read
Security Risk Assessment and Governance for Model Context Protocol (MCP) Ecosystem
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jun 3, 2025 · Operations

How to Turn Procurement into a Profit‑Driving Powerhouse

This article reveals why procurement is often underestimated, outlines the three essential capabilities—planning, collaboration, and cost control—and provides a step‑by‑step framework for creating effective purchase plans, aligning with production, sales, and R&D, and mastering total‑cost management to boost company profitability.

Cost Managementplanningprocurement
0 likes · 8 min read
How to Turn Procurement into a Profit‑Driving Powerhouse
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 26, 2025 · Operations

Why Mastering Supply Chain Is the Key to Business Success

In today’s fast‑moving market, businesses that understand and efficiently manage the entire supply chain—from raw material sourcing and production planning to inventory control, logistics, and cash‑flow optimization—outperform competitors, and this article breaks down the core concepts, common pitfalls, and four essential practices for building a resilient, coordinated supply‑chain system.

cash flowlogisticssupply chain
0 likes · 9 min read
Why Mastering Supply Chain Is the Key to Business Success
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 23, 2025 · Operations

Why Procurement Is the Core of Business Operations and How to Optimize It

The article reveals that procurement is far more than simple purchasing; it drives cash flow, cost structure, supply‑chain stability, market responsiveness, and customer satisfaction, and outlines essential mechanisms—such as rolling forecasts, supplier evaluation, and automated workflows—to transform procurement into a strategic operations function.

Business StrategyCost ControlOperations Management
0 likes · 8 min read
Why Procurement Is the Core of Business Operations and How to Optimize It
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 17, 2025 · Operations

How to Turn Procurement into a Profit Center with Data‑Driven Analysis

This article explains why systematic procurement analysis is essential, outlines its eight core modules—from demand and category analysis to supplier management and price control—and provides practical methods such as the upgraded Kraljic matrix, dual‑dimensional supplier scoring, and regular review cycles to boost cost efficiency, operational speed, and risk mitigation.

Cost ControlData Analysisprocurement
0 likes · 10 min read
How to Turn Procurement into a Profit Center with Data‑Driven Analysis
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 13, 2025 · Operations

Mastering Supply Chain Planning: Balancing Demand, Capacity, and Inventory with ERP

This article explains why many companies struggle with inaccurate plans, defines supply chain planning as the dynamic coordination of demand, capacity, and inventory, and provides a step‑by‑step ERP‑based framework—including demand forecasting, capacity analysis, inventory control, and execution—to achieve reliable, data‑driven operations.

ERPcapacity planningsupply chain
0 likes · 10 min read
Mastering Supply Chain Planning: Balancing Demand, Capacity, and Inventory with ERP
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.

AlgorithmOperationsOptimization
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.

KPIsdata-drivendecision 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 DataLarge Language ModelsRLHF
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.

VSCodecrypto miningmalicious extensions
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.

InsurancePlatformProduct Integration
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 InferenceCloud ComputingGPU
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.

e-commerceinventory optimizationoperations research
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.

AIOptimizationcollaboration
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.

inventory optimizationoperations researchsupply 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.

e‑commerceinventory optimizationlogistics
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 OptimizationNetwork Designcolumn generation
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.

Optimizationconferenceoperations research
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.

ClickHouseData PipelineFlink
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
Apr 18, 2024 · Industry Insights

How JD.com’s AI‑Driven Supply Chain Earned the 2024 INFORMS Prize

JD.com became the first Asian company to win the prestigious INFORMS Prize by leveraging AI‑powered, user‑centric supply chain innovations that deliver 95% of orders within 24 hours, scale assets to 153.8 billion yuan, and generate tens of thousands of daily logistics decisions.

AIINFORMSIndustry Insights
0 likes · 4 min read
How JD.com’s AI‑Driven Supply Chain Earned the 2024 INFORMS Prize
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 modelingAIGCArtificial Intelligence
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 studyOptimization
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.

Package Managementmalwarenpm
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.

delay benefitsmultisecretary problemonline decision making
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.

Operationse-commerceindustry analysis
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 Forecastinge-commerce
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 Healthallocationinventory optimization
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.

Artificial IntelligenceFresh Food Replenishmentdemand forecasting
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.comOptimizationforecasting
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.

AIMLOpsSimulation
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.

Optimizationcold chain logisticsmixed integer programming
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.

BalancingInventorydistribution
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 NetworkSimulationTensorFlow
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.

Optimizationdecision intelligencemanufacturing
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.

Optimizationautomotive 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.

AIModel Stabilityimitation learning
0 likes · 22 min read
How AI Reinforcement Learning Transforms Smart Replenishment in Retail