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Building and Applying a Large Model System Integrated with Risk Control Knowledge

Production AI

Building and Applying a Large Model System Integrated with Risk Control Knowledge

# Practical Implementation of Intelligent Risk Control Driven by Large Models ## Overview In recent years, China’s **domestic consumer credit market** has grown rapidly, approaching saturation. Financial institutions have shifted from acquiring **new customers** to **deep-mining existing customer bases**. To manage risk and improve acquisition efficiency for the **middle segment** customers,

Best Practices for Full-Chain Observability in the Agentic Application Era with Dify

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Best Practices for Full-Chain Observability in the Agentic Application Era with Dify

# Alibaba Insights: Enhancing Observability for Dify Agentic Applications This guide explores **observability challenges** faced by the Dify platform in Agentic application development — analyzing **current capabilities**, **limitations**, and **improvement strategies** from both **developer** and **operations** perspectives. --- ## Introduction **Dify** is a **low-code LLM application development platform** supporting model orchestration, RAG retrieval,

$10 Trillion Compute Orders Out of Control? Altman’s Secret 11-Page “Funding Request” Rejected by White House: “No Federal Aid”

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$10 Trillion Compute Orders Out of Control? Altman’s Secret 11-Page “Funding Request” Rejected by White House: “No Federal Aid”

# OpenAI Faces Financial Transparency Controversy **Date:** 2025-11-16 10:16 Zhejiang ![image](https://blog.aitoearn.ai/content/images/2025/11/img_001-394.jpg) OpenAI has recently been accused of **dishonesty** after a series of public statements about its financial status sparked confusion and criticism. --- ## Background ![image](https://blog.aitoearn.ai/