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Latest from AliExpress Tech

24 recent articles

AliExpress Tech

Aug 10, 2026 · Artificial Intelligence

How a Six‑Layer Capability System Enables AI Agents to Automate New UI Tests

To automate UI testing for constantly changing new features, the team built a six‑layer framework—case generation, pre‑construction, environment orchestration, self‑planning execution, assertion & attribution, and reporting—showing that AI speeds case writing but 80% of value lies in surrounding engineering layers.

AI AgentAssertion RulesCapability Measurement

0 likes · 23 min read

How a Six‑Layer Capability System Enables AI Agents to Automate New UI Tests

AliExpress Tech

Jul 27, 2026 · Artificial Intelligence

From 5% to 90%: Tmall/Taobao Overseas AI Coding SOP Boosts Adoption with SDD All‑in‑One

Starting in May 2025, the Tmall/Taobao overseas team standardized AI coding through a five‑stage Specification‑Driven Development (SDD) SOP, evolving from manual Vibe Coding rules to the unified All‑in‑One skill, which raised AI coding usage from under 5% to over 90% across multiple business domains.

AI codingAll-in-One SkillProcess Automation

0 likes · 27 min read

From 5% to 90%: Tmall/Taobao Overseas AI Coding SOP Boosts Adoption with SDD All‑in‑One

AliExpress Tech

Jul 21, 2026 · Artificial Intelligence

Fine-Grained Evaluation of AI Agents: Designing a Comprehensive Testing Framework

This article presents a comprehensive, fine-grained evaluation framework for AI agents that moves beyond traditional text-similarity metrics, defines architecture-aligned quality, cost, and performance indicators for each core module, describes dataset construction, LLM-as-Judge tasks, execution engine, and visual dashboards, and shares practical lessons and future directions.

AI AgentLLM-as-JudgeTesting Framework

0 likes · 45 min read

Fine-Grained Evaluation of AI Agents: Designing a Comprehensive Testing Framework

AliExpress Tech

Jul 20, 2026 · Artificial Intelligence

How AliExpress Applies AI Coding to Boost Marketing System Development

The article analyzes the challenges of applying AI coding to AliExpress' high‑traffic, complex marketing system, introduces an SDD‑driven AAIC workflow, builds a business‑knowledge base for the dynamic‑Ticket feature, validates improvements with precision/recall metrics, and outlines architecture and testing upgrades to sustain AI‑assisted development.

AI codingSDDbusiness knowledge base

0 likes · 35 min read

How AliExpress Applies AI Coding to Boost Marketing System Development

AliExpress Tech

Jul 9, 2026 · Artificial Intelligence

Digital Employee Brain: Deep Dive into Decision Chain and Progressive Routing

The article presents a detailed analysis of a digital‑employee AI system that handles both known and unknown fund‑settlement queries by using a five‑step confidence‑based routing chain, a Draft‑Critique‑Refine decision loop, and a persistent AUDNP memory ring to continuously learn and expand its capabilities.

AIConfidence RoutingDCR Loop

0 likes · 20 min read

Digital Employee Brain: Deep Dive into Decision Chain and Progressive Routing

AliExpress Tech

Jun 26, 2026 · Artificial Intelligence

From LLM-as-Judge to Agent-as-Judge: A Technical Evolution

The article analyzes why using a large language model alone as a judge is unreliable for complex AI evaluation, introduces the Agent-as-Judge architecture with sandboxed execution, Skill‑driven workflows, and a three‑layer assessment framework, and discusses its benefits, costs, and practical outcomes.

AI testingAgentLLM

0 likes · 14 min read

From LLM-as-Judge to Agent-as-Judge: A Technical Evolution

AliExpress Tech

Jun 24, 2026 · Operations

From a Single Command to a Full Delivery Loop: Designing and Practicing AliExpress Test Skill System

AliExpress’s testing Skill framework transforms a simple command into an end‑to‑end automated pipeline that generates structured test cases before coding, runs local and cloud‑based verification, constructs domain‑specific data, and produces traceable reports, thereby shifting testing left across the entire development lifecycle.

AI testingAliExpressCI/CD

0 likes · 19 min read

From a Single Command to a Full Delivery Loop: Designing and Practicing AliExpress Test Skill System

AliExpress Tech

Jun 8, 2026 · Artificial Intelligence

Scaling Intelligent Q&A for Internationalized IC Using Spring AI Alibaba

The article details how the IC product team upgraded their single‑turn, low‑efficiency answer‑bot to a multi‑turn, Skills‑and‑MCP powered intelligent Q&A agent using Spring AI Alibaba, improving knowledge retrieval, reducing response time, and achieving over 80% automated resolution with extensive evaluation metrics.

AgentLLMMCP

0 likes · 28 min read

Scaling Intelligent Q&A for Internationalized IC Using Spring AI Alibaba

AliExpress Tech

May 15, 2026 · Artificial Intelligence

Deterministic AI Video Production Line for PPC Ads: From 1.0 Proof‑of‑Concept to 3.0 Industrial Scale

The article details a multi‑agent AI system that transforms manual short‑video creation for cross‑border e‑commerce PPC campaigns into a deterministic, high‑throughput production line, describing its evolution through three phases, the underlying foundation models, modular agent roles, quality‑control mechanisms, and a self‑improving feedback loop.

AI video generationFoundation ModelsPPC advertising

0 likes · 9 min read

Deterministic AI Video Production Line for PPC Ads: From 1.0 Proof‑of‑Concept to 3.0 Industrial Scale

AliExpress Tech

Apr 27, 2026 · Backend Development

Building ACE: Applying Financial‑Style Architecture to a Unified Cross‑Border E‑Commerce Campaign Platform

The article details how the AliExpress Campaign Engine (ACE) was built from FY25 foundations to FY26’s four‑pillar system—gateway, workbench, standardization, and intelligent AI—using financial‑system analogies to solve duplicated effort, high maintenance costs, and stability risks across multiple e‑commerce business lines.

AI automationE-commercebackend architecture

0 likes · 35 min read

Building ACE: Applying Financial‑Style Architecture to a Unified Cross‑Border E‑Commerce Campaign Platform