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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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Latest from Alibaba Cloud Native

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Alibaba Cloud Native
Alibaba Cloud Native
Sep 9, 2026 · Artificial Intelligence

From DingTalk Queries to Code Delivery: Building a Team-Level Agent Infrastructure with Domino

Alibaba Cloud's Domino platform evolves from a code execution tool into a team-level Agent infrastructure, combining ConsoleAgent for DingTalk group interactions, SandboxAgent for real repository execution, layered context (Session, KBase memory, knowledge bases), and domain-specific SKILLs to enable continuous learning and end-to-end delivery.

Agent infrastructureConsoleAgentDomino
0 likes · 25 min read
From DingTalk Queries to Code Delivery: Building a Team-Level Agent Infrastructure with Domino
Alibaba Cloud Native
Alibaba Cloud Native
Sep 8, 2026 · Cloud Native

Lemon's Intelligent Ops: 70% Alert Convergence, Minute-Level MTTR for 20K+ Retail Stores

Food retail digitalizer Lemon unified logs, metrics, and traces into a digital twin using Alibaba Cloud CloudMonitor 2.0 and STAROps with UModel, deploying unified alert governance, natural language observability, automated inspections, and AI-driven root cause analysis to achieve 70% alert convergence and minute-level MTTR across 20,000+ stores.

AIOpsAlert GovernanceAutomated Inspection
0 likes · 16 min read
Lemon's Intelligent Ops: 70% Alert Convergence, Minute-Level MTTR for 20K+ Retail Stores
Alibaba Cloud Native
Alibaba Cloud Native
Sep 6, 2026 · Artificial Intelligence

AI Agents Need a Semantic Layer, Not More Data: UnifiedModel Boosts Accuracy 10-20%

UnifiedModel provides an open-source semantic layer that organizes enterprise assets, data, and relationships into a queryable object graph, enabling AI agents to read metrics by object and trace root causes along relationships; experiments on DataAgentBench show 10-20% accuracy gains for four flagship models, with GLM-5.2 reaching 50.2% pass@1.

AI AgentsDataAgentBenchDigital Twin
0 likes · 20 min read
AI Agents Need a Semantic Layer, Not More Data: UnifiedModel Boosts Accuracy 10-20%
Alibaba Cloud Native
Alibaba Cloud Native
Sep 5, 2026 · Artificial Intelligence

DeepSeek Harness: Architecting Enterprise Evolution via Post-Training Design

This article analyzes DeepSeek Harness from a post-training perspective, revealing how its architecture bakes enterprise evolution into environment shaping and trajectory sedimentation, validated by a self-evolution POC that identifies interface design, contract shape, and feedback quality as critical bottlenecks.

Agent ArchitectureDeepSeek HarnessPOC validation
0 likes · 37 min read
DeepSeek Harness: Architecting Enterprise Evolution via Post-Training Design
Alibaba Cloud Native
Alibaba Cloud Native
Sep 4, 2026 · Artificial Intelligence

Close the Loop Finale: Agent Evaluation, SkillOps & LangChain Engineering Practices

The Shanghai finale of the Agent Observability and Optimization Close the Loop tour featured three technical sessions on building verifiable Agent optimization loops, managing Skills as strategic assets with SkillOps, and applying LangChain's Agent Engineering lifecycle from prototype to production, plus a hands-on workshop using Qoder and PawBench to demonstrate end-to-end evaluation.

Agent optimizationAgentLoopLangChain
0 likes · 9 min read
Close the Loop Finale: Agent Evaluation, SkillOps & LangChain Engineering Practices
Alibaba Cloud Native
Alibaba Cloud Native
Sep 3, 2026 · Artificial Intelligence

Agent Rewrites Keep Coming: What Enterprises Must Retain for Lasting AI Value

The article argues that enterprises should invest in persistent business context rather than repeatedly rebuilding general Agent capabilities, using message-driven data integration and a unified semantic layer to make real-time, multi-source data reliably usable by Agents, illustrated by EventHouse's architecture.

AI InfrastructureAgent DevelopmentEventHouse
0 likes · 28 min read
Agent Rewrites Keep Coming: What Enterprises Must Retain for Lasting AI Value
Alibaba Cloud Native
Alibaba Cloud Native
Sep 3, 2026 · Artificial Intelligence

AgentLoop Data Flywheel 5: Auto-Mining Experience, Ablation Tests Cut Latency 30-40%

This article details AgentLoop's experience self-evolution: automatically mining success/failure patterns from agent run traces, injecting them via a recall skill, and using ablation experiments to optimize recall threshold (0.6), top-1 injection, context positioning, experience slimming, and guardrails—achieving 30-40% latency reduction, 20-47% cost reduction, and significant token/tool-call savings.

Agent optimizationAgentLoopablation experiment
0 likes · 12 min read
AgentLoop Data Flywheel 5: Auto-Mining Experience, Ablation Tests Cut Latency 30-40%
Alibaba Cloud Native
Alibaba Cloud Native
Sep 1, 2026 · Artificial Intelligence

From Golden Metrics to Rubric: Building a Quantifiable, Explainable Evaluation Loop for AI Agents

This article walks through constructing a fully quantifiable and explainable evaluation system for AI agents—starting with business‑level golden metrics, using LLMs to break them into a detailed Rubric, embedding the Rubric in a custom evaluator, configuring evaluation tasks with trace data, and closing the loop by turning low‑scoring cases into actionable insights for continuous improvement.

AI evaluationAgentLoopMetric design
0 likes · 13 min read
From Golden Metrics to Rubric: Building a Quantifiable, Explainable Evaluation Loop for AI Agents