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AI for Good Innovate for Impact
4�3� Category 3: 5G
Use Case 1: AI Full-Process Low-Code Middle Platform Based on
the ‘1+1+3+N’ Architecture
Organization: China Telecom HongXin Information Technology Co.,Ltd
Country: China
Contact Person(s):
Shaoshuai Che, cheshaoshuai.js@ chinatelecom .cn
1 Use Case Summary Table
Item Details
Category 5G
The widespread application of artificial intelligence remains limited due to
Problem high thresholds, including compute power, infrastructure, technical exper-
Addressed tise, data quality, and tool complexity, which hinder its integration across
industries and sectors.
A complete Low-Code Middle Platform Based on the ‘1+1+3+N’ Architecture
is developed to support the full lifecycle of AI model production using the
following components
An integrated platform for annotation, training, and inference, covering the
Key Aspects of full lifecycle workflow of AI model production
Solution
MaaS model services covering images, text, and videos,
Three AI tool platforms include a large model and agent aggregation plat-
form, a visual AI algorithm platform, voice customer service dialog platform.
The solution supports both localized deployment & cloud deployment
Technology All-target recognition, multimodal parsing, multimodal retrieval, multimodal
Keywords Q&A, big model, cold start
Data Availability Not available
Metadata (Type Text data, image data, video data
of Data)
Model training techniques: small sample robust techniques, GPU accelera-
Model Training tion techniques, smart labeling, cold-start and multi-stage training;
and Fine-Tuning
Base models: DeepSeek, Qwen 2.5, Star Big Model, etc.
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