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GUI Agent

13 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 10, 2026 · Artificial Intelligence

Annotation‑Free Mobile GUI Agents: How MobileForge Builds a Data‑Flywheel

MobileForge introduces an annotation‑free adaptation loop for mobile GUI agents that combines the MobileGym data‑generation platform with the HiFPO hierarchical feedback‑guided policy optimizer, achieving near‑state‑of‑the‑art performance on AndroidWorld and cross‑domain MobileWorld while eliminating manual task labeling and reward design.

GUI AgentGUI-Owl-1.5-8BHiFPO
0 likes · 19 min read
Annotation‑Free Mobile GUI Agents: How MobileForge Builds a Data‑Flywheel
Machine Heart
Machine Heart
Jul 9, 2026 · Artificial Intelligence

Annotation-Free GUI Agent Data Flywheel: MobileForge’s Self-Exploring, Self-Feedback Loop

MobileForge introduces an annotation‑free pipeline for adapting mobile GUI agents, combining MobileGym’s exploration‑to‑task generation with HiFPO’s hierarchical feedback‑guided policy optimization, achieving up to 77.6% Pass@3 on AndroidWorld and notable cross‑domain gains without any human‑written tasks or demonstrations.

GUI AgentGUI-OwlHierarchical Feedback
0 likes · 18 min read
Annotation-Free GUI Agent Data Flywheel: MobileForge’s Self-Exploring, Self-Feedback Loop
Ctrip Technology
Ctrip Technology
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 GraphOODA Loop
0 likes · 21 min read
How Trip.com Cut Multilingual UI QA Costs by 90% with GUI Agent and Multi‑Agent AI
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
May 28, 2026 · Artificial Intelligence

A New Paradigm for GUI Agent Trajectory Generation: FSM‑Synthesized Data at $0.04 per Trajectory

AutoWebWorld introduces a finite‑state‑machine‑driven pipeline that synthesizes verified web‑GUI trajectories at an average cost of only $0.04 each, producing longer interaction sequences, scaling efficiently, and demonstrably improving large‑language‑model agents on WebVoyager and grounding benchmarks.

AutoWebWorldData GenerationFinite State Machine
0 likes · 13 min read
A New Paradigm for GUI Agent Trajectory Generation: FSM‑Synthesized Data at $0.04 per Trajectory
Xiaomi Tech
Xiaomi Tech
May 14, 2026 · Artificial Intelligence

500 M Videos Yield the Largest Open‑Source GUI Dataset; 3B Model Cuts Inference Tokens 71% and Beats Larger Models (Xiaomi AI at ICML 2026)

Xiaomi’s AI team extracted 5 billion video frames to create the world’s largest open‑source GUI dataset, demonstrated that a 3 B‑parameter model can reduce inference tokens by 71% while surpassing larger models, and presented a suite of ICML 2026 papers covering data scaling, benchmarking, reasoning, multimodal perception, and training stability for GUI agents and other AI tasks.

BenchmarkingGUI AgentMultimodal
0 likes · 21 min read
500 M Videos Yield the Largest Open‑Source GUI Dataset; 3B Model Cuts Inference Tokens 71% and Beats Larger Models (Xiaomi AI at ICML 2026)
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
May 12, 2026 · Artificial Intelligence

Treating Automated Testing as AI Coding: Xiaohongshu GUI Agent Real‑World Review

During the 2026 Spring Festival promotion, Xiaohongshu replaced manual UI testing with a three‑layer AI‑driven GUI Agent that executed over 43,000 runs across 106 devices and 128 scenarios, achieving 58% automation, 82% AI‑generated case adoption, 68% bug recall, 98% stability and roughly $1 per test case while drastically cutting token costs.

AI codingCode-as-ActionGUI Agent
0 likes · 23 min read
Treating Automated Testing as AI Coding: Xiaohongshu GUI Agent Real‑World Review
AI Engineering
AI Engineering
Apr 1, 2026 · Artificial Intelligence

Holo3 AI Model Beats GPT‑5.4 at One‑Tenth the Cost for Computer Use

H Company’s new Holo3 series delivers a visual language model that outperforms GPT‑5.4 on the OSWorld‑Verified benchmark with a 78.85% score while costing only about one‑tenth as much, offering both a flagship API‑only version and an open‑source lightweight variant optimized for GUI agents.

AI BenchmarkGUI AgentHolo3
0 likes · 4 min read
Holo3 AI Model Beats GPT‑5.4 at One‑Tenth the Cost for Computer Use
DataFunSummit
DataFunSummit
Dec 23, 2025 · Artificial Intelligence

What Core Capabilities Do Mature GUI Agents Need? Expert Insights from the Agentic AI Summit

In a live discussion hosted by Prof. Yang Jian with experts Zhang Xi and Cui Chen, the panel explores the essential abilities of mature GUI agents, the role of multimodal models in visual understanding, the transfer of code‑agent techniques to GUI tasks, edge‑device performance trade‑offs, complex planning, tool ecosystems, deployment challenges, and future breakthrough scenarios.

GUI AgentTool Integrationagentic AI
0 likes · 22 min read
What Core Capabilities Do Mature GUI Agents Need? Expert Insights from the Agentic AI Summit
AntTech
AntTech
Aug 19, 2025 · Artificial Intelligence

How UI‑Venus Achieves SOTA in Multimodal GUI Agent Benchmarks

Ant Group's open‑source native GUI agent UI‑Venus leverages multimodal large‑model and reinforcement‑learning techniques to outperform prior models on grounding and navigation benchmarks, while using a high‑quality data pipeline and a self‑evolving alignment mechanism to push the limits of GUI automation.

GUI AgentSOTAbenchmark
0 likes · 7 min read
How UI‑Venus Achieves SOTA in Multimodal GUI Agent Benchmarks
ByteDance Web Infra
ByteDance Web Infra
Jan 22, 2025 · Artificial Intelligence

Introducing UI‑TARS: A Native GUI Agent Model Integrated with Midscene.js for Multimodal UI Automation

The article presents UI‑TARS, a native GUI‑agent model that combines multimodal large‑language models with the open‑source Midscene.js framework to enable more accurate, token‑efficient, and privacy‑preserving UI automation, while discussing its architecture, advantages, limitations, and integration steps.

GUI AgentLarge Language ModelsMidscene.js
0 likes · 11 min read
Introducing UI‑TARS: A Native GUI Agent Model Integrated with Midscene.js for Multimodal UI Automation
AI Large Model Application Practice
AI Large Model Application Practice
Dec 9, 2024 · Artificial Intelligence

How GUI Agents Use Large Models to Automate Any Desktop Task

This article explains why GUI agents are needed, defines their multimodal capabilities, walks through a high‑level automation scenario, details the architecture of large‑model‑driven GUI agents, highlights recent open‑source projects, and compares them with traditional RPA solutions.

AI automationGUI AgentHuman-Computer Interaction
0 likes · 10 min read
How GUI Agents Use Large Models to Automate Any Desktop Task