Recently, Futong Technology successfully received a national invention patent for “A Multi-Level Large Model Scheduling and Knowledge Base Adaptive Optimization Method.” The patent addresses performance scheduling and knowledge support challenges in practical AI large model applications, proposing forward-looking and practical optimization methods. It has been fully applied in Futong iCore Enterprise-Level Intelligent Agent Platform, Futong iCore Large Model Appliance, and multiple vertical industry AI solutions, providing enterprise clients with more efficient, stable, and cost-effective intelligent agent construction and operational capabilities.
Focusing on Scheduling and Optimization Challenges to Build Practical AI Foundation
As the AI industry accelerates, the core challenge of large model deployment has shifted from technical feasibility to balancing efficiency and cost. Futong Technology’s patented technology achieves two major breakthroughs through an innovative memory collaboration architecture and dynamic scheduling mechanism:
01 Small Models Solve Big Model Problems
By leveraging hierarchical collaboration based on long- and short-term memory, a 1B parameter model can handle tasks that traditionally require a 7B model. Intelligent task decomposition and memory scheduling reduce over 90% of computational consumption.
02 Revolutionary Hardware Efficiency
Through multi-model collaborative computing and dynamic resource reuse, a single appliance achieves the processing power equivalent to three devices, significantly reducing enterprise deployment costs and energy consumption.
This technology, centered on “Memory Pooling” and “Compute-Knowledge Base Linked Scheduling”, delivers:
Improved response speed: Task processing latency reduced by over 50%
Continuous system evolution: Knowledge base and model capabilities dynamically optimized during operation
Cost controllability: Hardware investment reduced by 70% for equivalent business demands
Futong Technology is driving a new paradigm for AI deployment—from “stacking compute” to “enhancing efficiency”—allowing enterprises to access higher-level intelligent agent services at lower costs.
Patent Applied Across Three Core Products
01 Futong iCore Enterprise-Level Intelligent Agent Platform
As Futong Technology’s full-stack AI-native platform for enterprise clients, iCore leverages this patent to build a model-knowledge collaborative intelligent scheduling engine. It automatically selects suitable models based on business type and dynamically optimizes knowledge base invocation paths, enabling rapid construction, stable delivery, and long-term evolution of enterprise intelligent agents.
02 Futong iCore Large Model Appliance
In private deployment scenarios, the appliance integrates multiple local models and customized knowledge bases, using the multi-level model scheduling strategy from the patent. It achieves local-first responses, cloud-based intelligent fallback, and a low-load, high-precision AI compute scheduling system, effectively supporting the enterprise’s full-cycle “deploy, use, and optimize models” strategy.
03 iCore Customer Voice (VoC) Intelligent Agent
As a typical vertical scenario application of iCore, the Customer Voice VoC Intelligent Agent serves automotive, government, healthcare, and financial clients. It uses the patented technology to build intelligent recognition, knowledge linkage, and model scheduling mechanisms based on public and private customer feedback. The system automatically identifies issue types and complexity in complex feedback scenarios, invoking knowledge or model resources as needed, delivering precise responses while improving service quality and operational insights.
Continuous Technological Breakthroughs Empower Enterprises to Accelerate AI Readiness
The successful authorization of this patent reflects Futong Technology’s ongoing commitment to innovation and strengthening core capabilities. As a key platform for the company’s future AI strategy, the Hengxian AI Innovation Center has been dedicated to implementing cutting-edge AI technologies in industry applications. With AI innovation labs in Beijing and Chengdu, and leveraging nearly 30 years of deep industry experience in healthcare, transportation, finance, and manufacturing, Futong has built knowledge graphs and proprietary model capabilities to support scalable AI deployment in enterprise scenarios.
Looking ahead, Futong Technology will continue leveraging the Hengxian AI Innovation Center to expand the “AI × Industry × Scenario” integration path, providing clients with more efficient, reliable, and continuously evolving intelligent agent solutions, accelerating the journey toward comprehensive enterprise intelligence.
