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Industry solutions covering business scenarios, functional planning, integration and delivery acceptance.

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2026.10.14AI Customer Service Management System

Limit the actions AI support can perform through business APIs

Answering how to check an order and actually checking an order are two different abilities. After letting the intelligent customer service call the business interface, the permission check must be left on the server side, and you cannot rely on prompts to ask it to be cautious. Actions such as query, modification and cancellation should be authorized separately; a piece of natural language from the customer cannot be directly turned into any database operation.

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2026.10.14WeCom Management System

How to reduce repeated interruptions in enterprise WeChat business notifications

The business system sends every status change to corporate WeChat, and employees quickly ignore the notifications. The notification design first answers who needs to take what action. Pure record updates can be placed on the business page without pushing them all.

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2026.10.14Digital Human Development

Preparing contingency plans for digital human livestreams

Digital human live broadcast relies on generation, playback, streaming, and interaction. An abnormality among them may affect the audience experience. The emergency plan needs to explain who discovered the problem, who has the authority to switch, and what content to switch to. Only a backup video is not enough. Without prompts from operators and viewers, the scene may still be stuck with repeated images for a long time.

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2026.10.14Education & Training Management System

How to handle training sign-in and supplementary enrollment

The check-in device or mobile phone button can only provide clues to participation and cannot independently prove that students have completely attended the class. Some people are late, the equipment is disconnected, and some people are operated by others. The system needs to allow verification and correction. Define attendance, leave, absence, and pending status first, and then decide how they relate to class consumption, certificates, or learning progress.

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2026.10.14Chain Store Management System

Calculate overlapping promotions before checkout

When discounts, membership prices and coupons are used together, both consumers and cashiers may not know how to get the final amount. The promotion system first defines the calculation order, exclusion conditions and stackable range, rather than just adding more activity buttons. Price confirmation should be executed on the server side, and the rules used should be saved to the order to facilitate after-sales explanation.

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2026.10.14Healthcare & Elderly Care Management System

Bed management is not just a list of empty beds: how to design the occupancy status

The number of empty beds cannot directly represent the number of occupancies. Maintenance, reservation and current occupancy belong to different resource states. The bed page needs to indicate whether it can be used and which occupancy business is being associated, rather than having only one free mark.

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2026.10.14Hotel & Travel Management System

Modeling hotel packages that combine rooms and services

A hotel package may combine rooms, transfers and reservations. When selling, it is a commodity, but when fulfilling the contract, multiple types of resources must be coordinated. The order needs to retain the component items and their respective usage status in order to handle partial usage and cancellation.

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2026.10.14Agriculture & Livestock Management System

Breeding batch management: how to distinguish individual data from group records

The breeding business can be recorded by individuals or groups, and different objects have different management methods. Splitting and merging batches will also change the current relationship. The system should retain the source, quantity and time to avoid being unable to review the original batch after just changing the name.

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2026.10.14Energy & Environmental Management System

Organizing documents and records in environmental management systems

The environmental ledger contains documents and daily business information. After the document is revised, historical matters still need to correspond to the version that was applicable at that time, and the directory structure should indicate the source and applicable time, rather than just saving the latest attachment.

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2026.10.14Government & Public Service Management System

Government data integration: define sources and purposes first

Aggregation of data from multiple sources requires checking for meaning rather than just format. When the source system updates the status code, the interface may still return successfully, but incorrect mapping will affect queries and statistics, so field changes require a checking mechanism.

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2026.10.14Office Automation System (OA)

Enterprise conference management: How to coordinate resource reservation and notification

Rescheduling or changing the location of the meeting will not only change the arrangement of participants, but also change the occupancy of the conference room. The notification text needs to be processed together with the resource record, otherwise there may still be a conflict in the target room when the person receives the new assignment.

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2026.10.14AI & Large Language Model Development

Large model application evaluation: business samples are more useful than a demo screenshot

A successful demonstration answer does not mean that the large model application covers all businesses. Assessment samples need to include wording changes, insufficient information, and confusing objects, and the judgment criteria need to be clear before the test to avoid showing only smooth questions and answers.

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Industry Solutions

Limit the actions AI support can perform through business APIs

How to reduce repeated interruptions in enterprise WeChat business notifications

Preparing contingency plans for digital human livestreams

How to handle training sign-in and supplementary enrollment

Calculate overlapping promotions before checkout

Bed management is not just a list of empty beds: how to design the occupancy status

Modeling hotel packages that combine rooms and services

Breeding batch management: how to distinguish individual data from group records

Organizing documents and records in environmental management systems

Government data integration: define sources and purposes first

Enterprise conference management: How to coordinate resource reservation and notification

Large model application evaluation: business samples are more useful than a demo screenshot

Turn business ideas into reliable software.

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