AI Data Platform
Better data powers smarter AI—and smarter enterprises.
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Better data powers smarter AI—and smarter enterprises.
AI Agents Reshaping Enterprise Productivity for Digital and Intelligent Transformation
Shifting from model-centric training to inference adoption, the AI industry is moving beyond simple-dialogue and single-task technologies toward a new paradigm of autonomous, multi-task AI agents. Being able to proactively understand requirements, break down tasks, invoke tools, and handle complex work in a closed-loop manner, AI agents have become core productivity tools for enterprises to significantly reduce costs, improve efficiency, accumulate industry assets, and liberate human workforce.
Dedicated Knowledge Base
Enables AI agents to understand industry- and enterprise-specific services and provide professional and trustworthy answers without AI hallucinations.KV-Cache-Driven Acceleration
Boosts AI agent performance by shortening the response latency in long-sequence inference and high-concurrency scenarios.Memory Capability
Ensures coherent and personalized multi-turn interactions, driving the autonomous iteration and evolution of AI agents.Challenges in Industry Adoption of AI Agents
Poor Knowledge Use
Delayed data updates, difficulties in generating multi-modal knowledge, and inaccurate knowledge retrieval
Slow Inference
Prolonged time to first token (TTFT) and reduced inference throughput due to increasing sequence length and insufficient KV cache storage
Lack of Memory
Lack of effective memory generation and management systems impeding AI agent evolution
Huawei Solution
Huawei AI Data Platform integrates the knowledge base, KV cache store, and memory bank, and collaborates with Unified Cache Manager (UCM) to provide three key capabilities for AI agents: knowledge generation and retrieval, KV-cache-driven inference acceleration, and memory extraction and recall. This makes AI agents more accurate, efficient, and intelligent while speeding up the adoption of enterprise AI applications.
Huawei AI Data Platform Speeds up AI Agent Adoption
More Accurate
Support for multi-modal data, knowledge generation in minutes, and >95% retrieval accuracy
More Efficient
PB-level KV cache store, multi-level cache flow through UCM collaboration, TTFT shortened by 90%, and doubled inference throughput
More Intelligent
Accumulated working and experiential memory improves AI agent inference accuracy by 30%
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