Metelix has released a summarized version of its Apsara Conference 2026 technical research report free of charge. The report organizes the design and operational issues enterprises should validate when putting AI agents to practical use into six areas.
Based on on-site reporting at Apsara Conference 2026 and publicly available documents, Metelix has compiled the technical validation challenges enterprises face when using AI agents in their operations and released the “Apsara Conference 2026 Technical Research Report | Summary Edition” free of charge. The report covers six areas: AI agent design and operations, cloud infrastructure, business application development, image and video generation, AI devices and workspaces, and world models and physical AI.
The summary edition organizes, from its own perspective, the issues enterprises should validate in practice, including not only model performance but also which data and systems to connect to, recovery when execution is interrupted, and the setting of completion criteria. Its analysis indicates that the conditions for “completing” a business process should be included among the evaluation criteria.
The six areas covered are AI agent design and operations, cloud infrastructure, development and business applications, image and video generation, AI devices and workspaces, and world models and physical AI. The report provides specific explanations of the validation points and evaluation criteria for each area. The summary edition also includes fields for a “validation checklist” that can be used for in-house testing.