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Alibaba Cloud Native

We publish cloud-native tech news, curate in-depth content, host regular events and live streams, and share Alibaba product and user case studies. Join us to explore and share the cloud-native insights you need.

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Recent Articles

Latest from Alibaba Cloud Native

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Alibaba Cloud Native
Alibaba Cloud Native
Oct 20, 2026 · Artificial Intelligence

Inference Frameworks Demystified: Core Concepts, Frameworks & Cluster Deployment for LLMs

This comprehensive guide explains inference frameworks for large language models, covering core concepts like Prefill/Decode and KV Cache, comparing major open-source frameworks (vLLM, SGLang, TensorRT-LLM), detailing request processing flow from scheduling to sampling, and identifying who benefits from understanding inference infrastructure.

KV cacheLLM servingMoE
0 likes · 46 min read
Inference Frameworks Demystified: Core Concepts, Frameworks & Cluster Deployment for LLMs
Alibaba Cloud Native
Alibaba Cloud Native
Oct 20, 2026 · R&D Management

Digital Twin vs Digital Employee: Alibaba Cloud's AI Agent Pipeline for End-to-End R&D Delivery

Alibaba Cloud's communication team shares their evolution from AI coding to a full-chain digital twin pipeline, using standardized 9-stage workflows, independent agent workspaces, risk-based safety gates, and post-delivery audit loops to achieve 66.7% end-to-end delivery rates for simple demands while progressively expanding agent capabilities.

AI AgentsAlibaba CloudHarness engineering
0 likes · 21 min read
Digital Twin vs Digital Employee: Alibaba Cloud's AI Agent Pipeline for End-to-End R&D Delivery
Alibaba Cloud Native
Alibaba Cloud Native
Oct 17, 2026 · Artificial Intelligence

Scaling Multi-Agent AI Across 4,360 Retail Stores: Top Sports' Enterprise Practice

Top Sports built an enterprise multi-agent platform (AgentCore) to scale AI across 4,360 stores, enabling specialized agents for training, lead mining, and store operations to collaborate via reusable skills, shared governance, and continuous improvement loops with Alibaba Cloud's AgentLoop, reducing store manager planning from 2 hours to 20 minutes.

AI operationsAgentCoreAgentLoop
0 likes · 14 min read
Scaling Multi-Agent AI Across 4,360 Retail Stores: Top Sports' Enterprise Practice
Alibaba Cloud Native
Alibaba Cloud Native
Oct 16, 2026 · Artificial Intelligence

PoS: Detecting and Escaping Belief Trapping in Long-Horizon AI Agents

Researchers from Nankai University, Alibaba Cloud, and Tsinghua University propose PoS (Progression of States), a framework that maintains explicit belief states to detect and recover from Belief Trapping—where agents keep acting but fail to progress—achieving state-of-the-art results across four benchmarks and three base models.

AI AgentsALFWorldAgent Recovery
0 likes · 21 min read
PoS: Detecting and Escaping Belief Trapping in Long-Horizon AI Agents
Alibaba Cloud Native
Alibaba Cloud Native
Oct 16, 2026 · Artificial Intelligence

Inside DeepModeling's Research Agent Observability Stack with AgentLoop

DeepModeling integrates Alibaba Cloud's AgentLoop into its Shrimp Runtime to observe research agent execution across tools and environments, enabling three troubleshooting paths for tool errors, external compute waits, and frontend stalls, while combining durable execution, workspace persistence, and scientific evaluation to distinguish execution success from scientific validity.

AI for scienceAgentLoopBohr-CLI
0 likes · 17 min read
Inside DeepModeling's Research Agent Observability Stack with AgentLoop
Alibaba Cloud Native
Alibaba Cloud Native
Oct 15, 2026 · Cloud Native

Agentic Observability: How Cloud Monitoring 2.0 Lets Agents Understand Systems and Themselves

Alibaba Cloud's Cloud Monitoring 2.0 introduces Agentic Observability, a dual approach where AI agents consume observability data to automate operations while the platform observes agent behavior across five stack layers — user session, runtime, inference, platform, and infrastructure — using unified ingestion, a governance pipeline, semantic modeling (UModel), and three agent-friendly interfaces (Skill, CLI, MCP).

AI ObservabilityAgentic ObservabilityCloud Monitoring 2.0
0 likes · 18 min read
Agentic Observability: How Cloud Monitoring 2.0 Lets Agents Understand Systems and Themselves
Alibaba Cloud Native
Alibaba Cloud Native
Oct 14, 2026 · Cloud Native

Master Logs with Natural Language: Alibaba Cloud SLS Agent Skills Guide

Alibaba Cloud SLS provides 8 Agent Skills covering the full log lifecycle — collection, indexing, query, alerting, visualization, and root cause analysis — enabling natural language-driven log management with concrete installation commands and practical scenarios for monitoring and troubleshooting.

Agent SkillsAlibaba CloudLog Collection
0 likes · 23 min read
Master Logs with Natural Language: Alibaba Cloud SLS Agent Skills Guide
Alibaba Cloud Native
Alibaba Cloud Native
Oct 14, 2026 · Frontend Development

Debugging React toFixed Crashes with STAROps: From Stack Traces to Fix Verification

This case study demonstrates using STAROps and RUM to debug a React e-commerce app's toFixed error on undefined discount values, tracing JS and React component stacks via SourceMap to identify affected pages, fixing the formatting function, verifying recovery via cart_added and order_paid events, and setting up automated release observation.

ErrorBoundaryRUMReAct
0 likes · 14 min read
Debugging React toFixed Crashes with STAROps: From Stack Traces to Fix Verification