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Blog Insights

Technical Insights and Industry Perspectives

Sharing our practical experience and forward-looking insights in AI, automation, and software development

Defining AI Project Acceptance Criteria: Functionality, Performance, and Security Are All Essential
Published on 2026-05-30

Defining AI Project Acceptance Criteria: Functionality, Performance, and Security Are All Essential

AI project acceptance is far more complex than traditional software acceptance. This article provides a complete AI project acceptance criteria template covering four dimensions: functionality, performance, security, and outcomes.

Project AcceptanceAI StandardsQuality Management
7 Pitfalls in AI Project Delivery: Why 80% of AI Projects Fail to Launch Successfully
Published on 2026-05-25

7 Pitfalls in AI Project Delivery: Why 80% of AI Projects Fail to Launch Successfully

AI project delivery is fundamentally different from traditional software projects. This article analyzes 7 common pitfalls and response strategies to help AI projects move successfully from demo to production.

Project DeliveryAI ImplementationPitfall Avoidance Guide
Hybrid Cloud AI Architecture: Best Practices for Keeping Core Data On-Premises and Moving General Capabilities to the Cloud
Published on 2026-05-18

Hybrid Cloud AI Architecture: Best Practices for Keeping Core Data On-Premises and Moving General Capabilities to the Cloud

Analyze the design principles of hybrid cloud AI architecture, including data classification, model layering, and traffic routing, to help enterprises balance security and cost.

Hybrid CloudAI ArchitectureData Security
A Complete Guide to Private Deployment of Large Models: 7 Steps from Model Selection to Production
Published on 2026-05-05

A Complete Guide to Private Deployment of Large Models: 7 Steps from Model Selection to Production

A detailed guide on how enterprises can select open-source large models, evaluate computing requirements, and deploy inference services to achieve private AI capabilities that keep data inside the corporate network.

Private DeploymentLarge ModelsData Security
Integrating AI Capabilities into CRM Systems: From Customer Insights to Intelligent Recommendations
Published on 2026-04-22

Integrating AI Capabilities into CRM Systems: From Customer Insights to Intelligent Recommendations

Practical experience integrating AI capabilities into Salesforce and self-built CRM systems, including complete technical solutions for scenarios such as automated customer profile generation, sales script recommendations, and churn alerts.

CRMAI IntegrationSales Intelligence
AI Compute Cost Optimization: 5 Strategies to Increase GPU Utilization to Over 80%
Published on 2026-04-20

AI Compute Cost Optimization: 5 Strategies to Increase GPU Utilization to Over 80%

GPUs are the largest cost item in AI operations. This article shares five proven compute optimization strategies to help enterprises significantly reduce costs without compromising results.

GPU OptimizationCost ControlMLOps