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OODA Loop

2 articles · Page 1 of 1

Jun 18, 2026 · Artificial Intelligence

How Trip.com Cut Multilingual UI QA Costs by 90% with GUI Agent and Multi‑Agent AI

Trip.com built the "慧鉴天工" system that combines a GUI Agent, multi‑agent LQA algorithms, OODA‑loop architecture, and a knowledge‑graph‑enhanced pipeline to automate page collection, multilingual text extraction, and quality inspection across 31 languages, achieving over 90% cost reduction and 70%+ detection accuracy.

GUI AgentKnowledge GraphLarge Language Model

0 likes · 21 min read

How Trip.com Cut Multilingual UI QA Costs by 90% with GUI Agent and Multi‑Agent AI

Model Perspective

Feb 6, 2025 · R&D Management

Mastering Project Implementation: Overcoming Real‑World Challenges with the OODA Loop

This article explores the final stage of the thinking‑chain—implementation—detailing the dynamic obstacles teams face, three core challenges, practical principles for acceptance, flexibility, and goal maximization, and how the OODA loop can guide rapid, adaptive decision‑making in complex projects.

OODA LoopProject Managementdecision making

0 likes · 9 min read

Mastering Project Implementation: Overcoming Real‑World Challenges with the OODA Loop