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Latest from Alibaba Cloud Developer

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Alibaba Cloud Developer

Dec 23, 2025 · Artificial Intelligence

How Hybrid Transformer‑Mamba Architectures Overcome KVCache Challenges in Large‑Model Inference

This article explains how SGLang’s hybrid model design combines Transformer attention with Mamba state‑space layers, introduces a dual‑pool memory architecture and elastic allocation, and presents specialized prefix‑cache and speculative‑decoding techniques that together enable efficient, scalable inference for long‑context large language models.

Inference OptimizationKVCacheSGLang

0 likes · 22 min read

How Hybrid Transformer‑Mamba Architectures Overcome KVCache Challenges in Large‑Model Inference

Alibaba Cloud Developer

Dec 23, 2025 · Backend Development

How We Leveraged JVM Agents and JaCoCo to Clean Up Legacy Java Code

This article explains how a long‑standing Java backend service was instrumented with JVM agents and JaCoCo to collect execution coverage, visualize results in an IntelliJ IDEA plugin, and systematically remove dead code, improving maintainability while minimizing impact on production performance.

IDEA PluginJVM agentJaCoCo

0 likes · 24 min read

How We Leveraged JVM Agents and JaCoCo to Clean Up Legacy Java Code

Alibaba Cloud Developer

Dec 22, 2025 · Artificial Intelligence

Deploy Multi‑Agent AI Apps with AgentScope on Alibaba Cloud Kubernetes

This guide explains how to use Alibaba Cloud's AgentScope framework and Container Service to build, orchestrate, and deploy enterprise‑grade AI agents, covering background, core features, step‑by‑step deployment, sandbox integration, and best‑practice recommendations for cloud‑native AI workloads.

AI agentAgentScopeAlibaba Cloud

0 likes · 20 min read

Deploy Multi‑Agent AI Apps with AgentScope on Alibaba Cloud Kubernetes

Alibaba Cloud Developer

Dec 22, 2025 · Artificial Intelligence

Turning Real‑Time Hotspot Detection into AI‑Powered E‑Commerce Recommendations

Traditional recommendation systems lag behind fast‑moving external trends, missing the freshness and surprise users crave. This article details an end‑to‑end AI pipeline that perceives, understands, and reacts to hotspots within hours, automatically generating high‑quality product selections and continuously optimizing through feedback loops.

AI recommendationLLMMultimodal

0 likes · 25 min read

Turning Real‑Time Hotspot Detection into AI‑Powered E‑Commerce Recommendations

Alibaba Cloud Developer

Dec 19, 2025 · Backend Development

How AI Powered a DDD‑Driven Refactor of Taobao’s Service Package System

This case study shows how AI was used to analyze a monolithic service‑package system, automatically identify bounded contexts, generate DDD‑aligned code skeletons, and refactor duplicated business logic, reducing development effort from 5‑8 person‑days to a configurable solution while improving maintainability and extensibility.

AI-assisted refactoringBackend ArchitectureDDD

0 likes · 15 min read

How AI Powered a DDD‑Driven Refactor of Taobao’s Service Package System

Alibaba Cloud Developer

Dec 18, 2025 · Artificial Intelligence

How to Build a Real‑Time AI‑Powered Anime‑Style Video Generator for Social Apps

This technical report details the end‑to‑end workflow for integrating an AIGC video generation module into a social app, covering requirement analysis, model and hardware selection, dataset construction, LoRA and full‑parameter training, multiple acceleration techniques such as Sage Attention, TeaCache, XDiT, gradient‑checkpointing offload, tiled VAE, and quantization, followed by extensive performance evaluation and metric‑based ranking of the final models.

AI video generationLoRA fine-tuningSage Attention

0 likes · 38 min read

How to Build a Real‑Time AI‑Powered Anime‑Style Video Generator for Social Apps

Alibaba Cloud Developer

Dec 17, 2025 · Cloud Native

How 3FS Powers High‑Performance KVCache for AI Inference: Architecture, Optimizations, and Cloud‑Native Deployment

This article details the design and engineering of the 3FS distributed file system as a scalable KVCache backend for large‑language‑model inference, covering its architecture, performance tuning, reliability fixes, integration with SGLang/vLLM, and cloud‑native Kubernetes operator deployment.

3FSAI inferenceCloud Native

0 likes · 30 min read

How 3FS Powers High‑Performance KVCache for AI Inference: Architecture, Optimizations, and Cloud‑Native Deployment

Alibaba Cloud Developer

Dec 17, 2025 · Artificial Intelligence

How to Build a Scalable AI Evaluation Platform for Rapid Product Iteration

This article outlines the challenges of AI product testing, proposes a comprehensive evaluation framework covering business goals, product effectiveness, performance, safety, and cost, and details the design of a modular, end‑to‑end testing platform that supports both reference‑based and reference‑free assessments while enabling continuous quality improvement.

AI evaluationPlatformQuality Engineering

0 likes · 19 min read

How to Build a Scalable AI Evaluation Platform for Rapid Product Iteration

Alibaba Cloud Developer

Dec 16, 2025 · Artificial Intelligence

How We Built an AI‑Powered Data Agent to Automate Data Retrieval at Scale

This article details the design and implementation of Matra, an AI‑driven data assistant for a large e‑commerce platform, covering the challenges of legacy data assets, knowledge‑base construction, GraphRAG integration, multi‑stage agent frameworks, practical results, and future plans for continuous improvement.

AIData RetrievalLLM

0 likes · 22 min read

How We Built an AI‑Powered Data Agent to Automate Data Retrieval at Scale

Alibaba Cloud Developer

Dec 15, 2025 · Artificial Intelligence

Why Claude Skills Are the Next Standard for Industrial‑Grade AI Agents

Claude Skills are modular, file‑system‑based knowledge packages that run in a sandbox VM, enabling agents to inject deterministic SOPs through progressive disclosure, with metadata always loaded, core instructions loaded on demand, and code/resources fetched only when needed.

AIAgent SkillsClaude

0 likes · 8 min read

Why Claude Skills Are the Next Standard for Industrial‑Grade AI Agents