Page 219 - AI for Good-Innovate for Impact Final Report 2024
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AI for Good-Innovate for Impact



               realize the full process from scheme generation to task decomposition, logical arrangement,
               perception analysis, automatic execution、and optimization feedback.               

               Advantages of the solution:                                                                          51-China Telecom

               (1)  Innovation in human-robot interaction mode: Combining ChatOps with LLM technology,
                    utilizing natural language instruction matching automation capabilities, and using the
                    intent recognition ability of LLM to extract API input parameters, providing frontline
                    maintenance personnel with mobile data quick query and execution capabilities. 
               (2)  Innovation of Function Matching Algorithm: In the initialization stage, a multi to one vector
                    matching relationship is established between natural language samples and several
                    automation capabilities. Users continuously use natural language to call these capabilities,
                    continuously increase training samples through iterative feedback, and optimize the
                    vector matching degree between user input and ChatOps function in real time, achieving
                    dynamic autonomous learning. 
               (3)  The industry's first network LLM intelligent agent technology: The network LLM provides
                    intention decomposition, function and parameter analysis, automatic parameter
                    completion, and real-time orchestration. It forms a dynamic process containing one or
                    more operation and maintenance actions and drives the intelligent agent to complete
                    all operations and maintenance actions. The maintenance and execution results are fed
                    back, iteratively enhancing the intelligent agent's ability.

               UN Goals:
               •    SDG 9: Industry, Innovation, and Infrastructure:

               Justify  UN  Goals  selection:  SDG 9:  Industry,  Innovation,  and Infrastructure:  Enhancing
               infrastructure efficiency and innovation in network maintenance.

               Promotion idea: Provide pocket-style digital operation portable toolbox to telecommunications,
               government, and enterprise customers.                                            

               Application effect: 

               (1)  Reducing network maintenance costs: Taking the promotion situation of Jiangsu Telecom
                    in the province as an example, more than 390 robots of various types were registered, with
                    434 associated API applications. The daily usage exceeded 800 people and exceeded
                    2000 times, saving about 2000+ hours/day in query, emergency, and work order disposal
                    time in Jiangsu Province.
               (2)  Improving the efficiency of cloud network operation: The expert knowledge base of
                    network LLM has been constructed for 9 scenarios, based on multi round dialogue,
                    context parameter extraction, automatic parameter correction and completion to assist
                    end-to-end task execution and tool calls, with an average accuracy of over 80%. The
                    real-time orchestration and execution technology of network LLM intelligent agents has
                    covered 8 specialties in Jiangsu Province. The daily real-time orchestration of Jiangsu
                    Telecom's provincial management equipment network exceeds 200 times, reducing
                    the steps of operating equipment or logging into network management queries, saving
                    20 hours/day of work order processing time, and increasing the work order automation
                    processing rate by 10%.
               (3)  Serving over a hundred clients with a production capacity, cultivating a development
                    oriented operation and maintenance team of over 800 people. Sustainable provision
                    of convenient and innovative digital self-service channels to the telecommunications,
                    government and enterprise customers.









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