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Flex AI Engineering Delivery

Open Source Exploration in Compute Virtualization: How to View Flex:ai and Why Engineering Delivery Matters

As AI inference and training move toward multi-model co-location and fragmented concurrency, compute virtualization is evolving from local optimization to a critical infrastructure capability. Based on public repositories and community-visible information, this article analyzes Flex:ai's current verifiable delivery boundaries from an engineering perspective, and discusses the common engineering gaps as compute virtualization projects move from 'working' to 'dependable infrastructure'.

January 19, 2026

DaoCloud GPU Platform

Customer Stories

DaoCloud: Building a More Flexible GPU Cloud Platform with HAMi

Against the backdrop of sustained growth in AI training and inference demand, DaoCloud uses CNCF Sandbox open-source project HAMi in its public and private GPU cloud platforms to build a more flexible, cloud-native GPU resource management approach.

January 13, 2026

CNCF Ambassador Jimmy Song Joins

Company News

CNCF Ambassador Jimmy Song Joins Dynamia AI as VP of Open Source Ecosystem

Recently, Jimmy Song (Song Jingchao), a senior technical expert in cloud-native and open-source fields, officially joined Dynamia AI as VP of Open Source Ecosystem, helping Dynamia AI in AI native infrastructure ecosystem construction and global developer collaboration layout.

January 13, 2026

Dynamia Angel Funding

Company News

Dynamia AI Raises Tens of Millions in Angel Round: Rooted in Open Source, Driving Heterogeneous Compute Efficiency

Shanghai Dynamia Intelligence Technology Co., Ltd. ('Dynamia AI'), an AI startup focused on heterogeneous compute scheduling and virtualization, recently completed tens of millions of RMB in angel financing, led by Fosun RCC with strong participation from Zhuopu Investment, seed investors, and industrial partners.

January 5, 2026

HAMi Beijing Meetup Recap

Community

Efficiency Over Compute Power: HAMi Meetup Beijing Station Recap

On December 27, 'Efficiency Over Compute Power: HAMi Meetup Beijing Station' concluded successfully in Beijing's Haidian District. Nearly 100 technical partners gathered to discuss heterogeneous compute virtualization, scheduling strategy evolution, and AI business efficiency improvements.

December 27, 2025

HAMi × Xinference Integration

Integration

Xinference × HAMi | Native GPU Sharing Support for Cost-Effective AI Model Services

Xinference natively supports HAMi vGPU through Helm Chart, enabling multi-model inference platforms to achieve secure GPU sharing, fine-grained quotas, and unified governance. This article details how to enable HAMi vGPU with one click and implement best practices for cost reduction in production environments.

November 6, 2025

HAMi Extended ResourceQuota

Technical Deep Dive

Deep Dive: HAMi Extended ResourceQuota | Precise GPU Resource Quota Management Implementation

HAMi v2.7.0 introduces an extended ResourceQuota mechanism to address limitations of native Kubernetes ResourceQuota in GPU and heterogeneous computing scenarios. This article provides an in-depth code analysis of how HAMi solves the two major pain points of resource correlation and dynamic resources, offering precise GPU resource quota management for multi-tenant environments.

November 3, 2025

NVIDIA Topology Scheduling

Technical Deep Dive

Deep Dive: HAMi × NVIDIA | GPU Topology-Aware Scheduling Implementation

HAMi v2.7.0 introduces topology-aware scheduling for NVIDIA GPUs. This article provides an in-depth code analysis of HAMi's design and implementation principles for topology-aware scheduling, explaining how intelligent scheduling precisely deploys compute tasks on the most tightly connected GPU combinations.

October 22, 2025

HAMi v2.7.0 Release

Product Release

HAMi 2.7.0 — Of Silicon & Scheduling | Stronger, Smarter, Broader.

HAMi v2.7.0 is here! Featuring full support for Kunlun XPU, Enflame GCU, AWS Neuron, and MetaX, enhanced scheduler optimizations, expanded application ecosystem integration, improved WebUI functionality, and thriving community growth.

October 9, 2025

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