LivingScreen - Closed-Loop Application: leaderboard
Metric: Success rate (%) on L3 fact-checking, content moderation and preference-simulation tasks graded on the final platform state; LivingScreen: 499 Chinese short-video tasks in a browser replica of a short-video app (1,528 real videos, about 5.6 per feed); a single-agent loop issues GUI actions plus watch and wait primitives from screenshots or recorded clips, 30-step cap, temperature 0.6, high reasoning effort; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.5 Flash (High) | 57.4 |
| 2 | Gemini 3.1 Pro (Preview) (High) | 46.8 |
| 3 | Seed 2.0 Pro (High) | 37.6 |
| 4 | Claude Opus 4.6 (High) | 27.7 |
| 5 | GLM-5V Turbo | 12.9 |
| 6 | Claude Sonnet 4.6 (High) | 11.3 |
| 7 | Kimi K2.5 (Thinking) | 10.9 |
| 8 | GPT-5.4 (High) | 0 |
| 9 | GPT-5.5 (High) | 0 |
Interactive version: theaggregate.ai/benchmark?slug=livingscreen-closed-loop-application · How It Works · Data refreshed daily, snapshot 2026-09-29.