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FrameworksJul 20, 2026

Infinigence Unveils Agentic Infra Strategy: Inference Cost Down 10x in One Year, Daily Token Calls Up 40x

At WAIC 2025, Infinigence officially launched its "Front Shop, Back Factory, One Center" Agentic Infra strategic layout, aiming to build autonomous AI infrastructure for the Agent era. The strategy comprises a Computing Power Distribution Center (Agentic Infra platform), a Token Factory (Agentic MaaS), and an AI Productivity Store (industry solutions), with the core formula: AI Productivity = Intelligent Resource Scale × Token Conversion Efficiency × AI Productivity Conversion Efficiency.

Key Technologies & Data

  • Cross-Cluster Heterogeneous PD Separation Architecture (PDD): Splits Prefill and Decode onto different chips, introduces a RelayDecode middle layer, reducing first-token latency by 51.5% and per-token cost by 37.5%.
  • Inference Cost Down 10x in One Year: Through full-stack optimization, unit token inference cost dropped 10x in one year, with another 10x reduction expected.
  • Daily Token Calls Up 40x: As of July 2025, Agentic MaaS platform daily token calls increased 40x compared to December 2024.
  • Computing Power Distribution Center: Deployed and reached over 37,000P computing power, covering 16 mainstream chips, completed China's first cross-region hybrid training over 4,000 km, with a 165% performance improvement.
  • Cross-Cluster Reinforcement Learning: Achieved stable operation for one week without interruption, future support for clusters of 100K+ cards.

Infrastructure Agent Swarm

  • Platform Steward Agent: Independently solves 80% of daily issues, improving O&M efficiency by 5x.
  • Intelligent Computing Cluster O&M Agent: Key fault handling efficiency improved by 6x.
  • High-Performance Operator Generation Agent KernelMind: In GLM 5.2 model tests, NVIDIA flagship card performance improved by 7.3%, AMD flagship card by 39%.

Industry Collaboration & Ecosystem

Infinigence has deeply collaborated with leading LLM companies such as Kimi, Zhipu AI, MiniMax, and StepFun, jointly launched the "Tianwen" model service portal with Shanghai Mobile, and the TokenDance platform for developers with Guancha. Industry solutions cover entertainment/gaming, healthcare, legal, energy, and more.

Infinigence CEO Xia Lixue stated that the core of Agentic Infra is to make infrastructure itself an agent that can work, supporting the online evolution of next-generation Agentic AI through three barriers: full-chain, AI-native, and full coverage.

Also available in 中文.