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Industry Observation · KAEL Editorial Department

From technology prototype to practical application

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Prototypes prove that an idea can work, and applications continue to meet specific needs. Between the two, environment adaptation, exception handling and maintenance processes need to be supplemented.

Clarify usage scenarios

Write out who will use the system under what conditions, and the criteria for completing tasks. In the absence of specific scenarios, teams tend to optimize around demonstration effects while ignoring the limitations in daily use.

Check for non-ideal situations

Missing test inputs, broken connections, duplicate requests, and insufficient resources. Problems that seem accidental during the prototype stage may become normal problems that must be dealt with in long-term use.

Establish a closed feedback loop

Document real-world usage difficulties and classify problems into requirements, implementation, or operational processes. Align the next round of work based on the evidence, keeping technology iterations connected to value-in-use.

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