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LLM

Build vs. Buy, or Both? The Enterprise AI Decision

About 95% of enterprise AI pilots fail to deliver measurable P&L impact, and the cause is rarely talent.

Harness Engineering: A New Paradigm for Software Production in the AI Era

The article introduces Harness Engineering, a paradigm that ensures AI coding quality through checkpoints, acceptance criteria, and automated scoring.

Fine-tuning AI Models on Alibaba Cloud PAI: A Practical Guide

This guide explains PAI fine-tuning, from method selection and data prep to production deployment.

AI Gateway Introduces Credits Metering & Quota Capability: Making Consumer Usage Measurable and Constrainable

This article introduces AI Gateway's Credits metering and quota capability, which makes consumer LLM usage measurable and constrainable across models and providers.

大規模な DeepSeek V4-Flash の活用:ベンチマーク主導のデプロイガイド

本番環境で大規模言語モデルをどのようにデプロイするかは、AI チームが最も頭を悩ませる判断の一つです。

대규모 DeepSeek V4-Flash: 벤치마크 기반 배포 가이드

대규모 언어 모델을 프로덕션에 배포하는 방법을 선택하는 것은 AI 팀이 내릴 수 있는 가장 중요하면서 어려운 결정 중 하나입니다.

The Deep Research Agent Pattern

A single language-model call answers in one pass, which is fine for self-contained questions but breaks down on open-ended research that spans many sources.

DeepSeek V4-Flash ในวงกว้าง: คู่มือการนำไปใช้ที่ยึดเกณฑ์มาตรฐานเป็นหลัก

การเลือกวิธีการนำโมเดลภาษาขนาดใหญ่ไปใช้งานจริงนั้น เป็นหนึ่งในการตัดสินใจที่สำคัญที่สุดและซับซ้อนที่สุดสำหรับทีม AI

DeepSeek V4-Flash trên quy mô lớn: Hướng dẫn triển khai dựa trên điểm chuẩn

Chọn cách triển khai mô hình ngôn ngữ quy mô lớn trong môi trường thực tế là một trong những quyết định quan trọng nhất — và gây bối rối nhất — mà một đội ngũ AI có thể đưa ra.

Ontology Is Trending Again. Can It Improve My AI Agent's Performance?

This article introduces how ontology provides structured domain knowledge to enhance AI agent accuracy and explainability in enterprise O&M scenarios.

Building a RAG Pipeline on Alibaba Cloud with Vector Search

This article introduces building a production-ready RAG pipeline on Alibaba Cloud using Hologres for vector search and Model Studio for embeddings and LLM inference.

Alibaba Cloud AI Gateway Supports DeepSeek V4

Alibaba Cloud AI Gateway has been updated to support the newly released DeepSeek-V4 models, enabling users to manage, call, and integrate these models...

Using SQL to Call LLMs? Hologres + Model Studio Enables Data Developers to "Talk" Directly to AI

Discover how Alibaba Cloud Hologres + Model Studio lets data teams use plain SQL to call LLMs for PDF analysis, image understanding, and RAG—no GPU, Python, or AI engineering required.

AliSQL Vector Technology Analysis (2): Read/Write Cache and Transaction Concurrency

This article introduces AliSQL's vector cache design and transaction concurrency mechanisms for production-ready vector search.

AliSQL Vector Technology Analysis (1): Storage Format and Algorithm Implementation

This article details the storage format and HNSW algorithm implementation behind AliSQL’s native vector indexing capability for high-dimensional AI workloads.

Building Secure RAG-Based Applications with Dify on Alibaba Cloud

The article explains how to build RAG-based application with security gateway for better yet secure retrieval and generation.

MSE Nacos Prompt Management: Making the Core Configuration of AI Agent Truly Governable

This article introduces MSE Nacos Prompt Management, which governs AI Agent prompts as dynamic configuration assets with centralized storage, versioning, and hot updates.

Alibaba Group Debuts “Wonder on Ice,” an Immersive AI Experience at Milan’s Sforza Castle for Milano Cortina 2026

Alibaba Group launched "Alibaba Wonder on Ice" (AWI) at the Milano Cortina 2026, using AI and cloud computing to demonstrate next-gen virtual retail experiences.

Alibaba Cloud to Debut AI-powered Pin Trading Experience in Olympic Village at Milano Cortina 2026

The Intelligent Pin Trading Station blends one of the Games’ best-loved traditions with voice- and gesture-enabled interaction.

Pushing Qwen3-Max-Thinking Beyond its Limits

This article introduces Qwen3-Max-Thinking, a top-tier reasoning model that rivals leading AI systems and features adaptive tool use and advanced test...