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10-11 June
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Please note: This schedule is automatically displayed in Hong Kong Standard Time (UTC+8:00)To see the schedule in your preferred timezone, please select from the drop-down menu to the right, above "Filter by Date." The schedule is subject to change and session seating is available on a first-come, first-served basis. 
Company: Beginner clear filter
Tuesday, June 10
 

11:00 HKT

AI Model Distribution Challenges and Best Practices - Wenbo Qi & Xiaoya Xia, Ant Group; Eryu Guan, Aliyun; Wenpeng Li, Alibaba Cloud; Han Jiang, Kuaishou
Tuesday June 10, 2025 11:00 - 11:30 HKT
As the demand for scalable AI/ML grows, efficiently distributing AI models in cloud-native infrastructure has become a pivotal challenge for enterprises. The panel dives into the technical and operational strategies for deploying models at scale -- from optimizing model storage and transfer to ensuring consistency across clusters and regions. Experts from different companies and CNCF projects will debate critical questions like: How can Kubernetes-native workflows automate and accelerate model distribution while minimizing latency and bandwidth costs? How to efficiently distribute huge models sizing hundreds of GBs or TBs? What are the challenges proposed by distributed inference and the prefilling-decoding architecture? How are models updated in the reinforcement learning post-training paradigm? What role do standards like OCI artifacts or specialized registries play in streamlining versioned model delivery?
Speakers
avatar for Han Jiang

Han Jiang

Software Engineer, Kuaishou
Software Engineering from Kuaishou, previously worked in the Kubernetes ecosystem and container-related technologies. Currently, he is focused on optimizing the inference performance of large language models. 
avatar for Xiaoya

Xiaoya

Open Source Analyst, Ant Group
Xiaoya Xia is a member of the Ant Group OSPO, where she focuses on catalyzing open source success through data-driven insights. Before joining Ant Group, Xiaoya was a PhD at East China Normal University (ECNU), where she concentrated on research into open source ecosystem sustain... Read More →
avatar for Wenbo Qi

Wenbo Qi

Software Engineer, Ant Group
Wenbo Qi is a software engineer at Ant Group working on Dragonfly. He is a maintainer of the Dragonfly. He hopes to do some positive contributions to open source software and believe that fear springs from ignorance.
avatar for Eryu Guan

Eryu Guan

Software Engineer, Aliyun
Software Engineer, Aliyun
WL

Wenpeng Li

Alibaba Cloud
Tuesday June 10, 2025 11:00 - 11:30 HKT
Level 19 | Crystal Court I
  AI + ML

15:37 HKT

⚡ Lightning Talk: Advanced GPU-Orchestrated Workflows and HPC Integrations on K8s for Distributed AI/ML at Scale - Brandon Kang, Akamai Technologies
Tuesday June 10, 2025 15:37 - 15:42 HKT
As AI/ML workloads continue to scale in complexity, developers and platform engineers are pushing Kubernetes beyond typical MLOps boundaries.

This talk dives into strategies for orchestrating GPU-accelerated training and inference across large-scale clusters -integrating HPC principles, operator-based scheduling, and novel debugging workflows.

Attendees will learn how to implement fine-grained GPU partitioning, harness ephemeral containers to probe and adjust multi-node training in real time, and adopt eBPF-driven instrumentation for low-overhead kernel-level performance insights. We’ll explore cutting-edge scheduling optimizations—like reinforcement-learning approaches and HPC-inspired batch-queuing orchestration on Kubernetes that dynamically respond to heterogeneous job demands.

Real-world case studies will highlight HPC integration scenarios (RDMA, GPU Direct) for data-parallel workloads and complex training frameworks such as Horovod, Ray, and Spark on Kubernetes.
Speakers
avatar for Brandon Kang

Brandon Kang

Principal Technical Solutions Architect, Akamai Technologies
Brandon Kang is a Principal Technical Solutions Architect at Akamai Technologies, specializing in cloud-native projects across Asia as a compute specialist.Before joining Akamai, he served as a Lead Software Engineer at Samsung, a Senior Program Manager at Microsoft, and a Service... Read More →
Tuesday June 10, 2025 15:37 - 15:42 HKT
Level 16 | Grand Ballroom I
  ⚡ Lightning Talks, Application Development

16:26 HKT

⚡ Lightning Talk: Kubernetes Isekai (異世界):Transforming Kubernetes Education Into a Gamified Adventure - Cyrus Wong & Hongyi Qian, Hong Kong Institute of Information Technology
Tuesday June 10, 2025 16:26 - 16:31 HKT
Kubernetes Isekai (異世界) is an open-source RPG designed for hands-on Kubernetes learning through gamification. Ideal for junior to Higher Diploma students at Hong Kong Institute of Information Technology (HKIIT), it transforms Kubernetes education into an engaging adventure.

Role-Playing Adventure: Students interact with NPCs who assign Kubernetes tasks.
Task-Based Learning: Tasks involve setting up and managing Kubernetes clusters.
Free Access: Uses AWS Academy Learner Lab with Minikube or Kubernetes.
Scalable Grading: AWS SAM application tests Kubernetes setups within AWS Lambda.
Progress Tracking: Students track progress and earn rewards.
This game offers practical Kubernetes experience in a fun, cost-effective way.
GenAI Chat: Integrates Generative AI to make NPC interactions more dynamic and fun, enhancing the overall learning experience.
Demo
https://www.youtube.com/watch?v=dIwNWwz681k
Speakers
avatar for Cyrus Wong

Cyrus Wong

Senior Lecturer, Hong Kong Institute of Information Technology
Cyrus Wong is an accomplished senior lecturer who oversees the Higher Diploma program in Cloud and Data Centre Administration at the Hong Kong Institute of Information Technology (HKIIT) in Hong Kong. He is a passionate advocate for the adoption of cloud technology across various... Read More →
avatar for Hongyi Qian

Hongyi Qian

Cloud major student, Hong Kong Institute of Information Technology at IVE(Lee Wai Lee)
I am pursuing a Higher Diploma in Cloud and Data Centre Administration at the Hong Kong Institute of Information Technology at IVE (Lee Wai Lee) and am currently interning at Cathay Pacific Airways. This project teaches Kubernetes concepts and commands in a gamified way. By turning... Read More →
Tuesday June 10, 2025 16:26 - 16:31 HKT
Level 16 | Grand Ballroom I
  ⚡ Lightning Talks, Cloud Native Novice

16:40 HKT

⚡ Lightning Talk: Stateful Service Federation in Large-Scale Search, Ads, and Recommendation Scenarios at Xiaohongshu - Yang Song & Vec Sun, Xiaohongshu
Tuesday June 10, 2025 16:40 - 16:45 HKT
Search, advertising, and recommendation services are among the primary business types within Xiaohongshu. Due to the strong dependency of these services on index table, each instance replica needs to maintain its own independent state. As a result, such services are deployed using the stateful workload.
With the rapid growth of Xiaohongshu's business scale, the size limit of a single Kubernetes cluster has made it impossible to further scale stateful services. To address daily traffic and business growth, the only solution was to migrate workloads to idle clusters. However, this migration approach has caused significant inconvenience and risks for developer.
To tackle this challenge, Xiaohongshu leveraged Karmada to implement the federation of stateful services. By designing scheduling and deployment capabilities for stateful services on federated clusters, This approach has seamlessly resolved the scaling limitations caused by single-cluster capacity constraints for stateful services.
Speakers
avatar for Vec Sun

Vec Sun

CloudNative Developer, Xiaohongshu
Sunweixiang has previously worked in the Alibaba Cloud container team as software engineer and is a contributor to the OpenKruise community's main, Karmada, and other communities. He is deeply involved in container application orchestration, multi-cluster.
avatar for Yang Song

Yang Song

Software Engineer, xiaohongshu
Song Yang is a Cloud Native Development Engineer at Xiaohongshu, currently working on multi-cluster and Kubernetes scheduler. He is a maintainer of the CNCF incubating project KubeVela.
Tuesday June 10, 2025 16:40 - 16:45 HKT
Level 16 | Grand Ballroom I
  ⚡ Lightning Talks, Application Development

17:00 HKT

Portrait Service: AI-Driven PB-Scale Data Mining for Cost Optimization and Stability Enhancement - Yuji Liu & Zhiheng Sun, Kuaishou
Tuesday June 10, 2025 17:00 - 17:30 HKT
Kuaishou's Kubernetes-based platform manages 200,000+ machines and 10M+ Pods, generating 10TB+ daily data. AI-driven intelligent portrait service enhances stability and performance:
● Stability Management: AI analyzes system and workload metrics to generate machine health scores, integrated into Kubernetes scheduling to evict/avoid unhealthy nodes. This reduced pod creation delays from 20 to 0.1 cases/day and boosted service availability from 90% to 99.99%.
● Performance Optimization:
Serving 10,000+ services with diverse resource sensitivities (compute-, cache-, and IO-intensive), we combine AI with microarchitecture data to pinpoint bottlenecks and create application profiles. Optimizing resource allocation (compute, cache, memory bandwidth) has increased average IPC by 20% and reduced LLC miss rates for cache-sensitive services from over 50% to 10%.
Future plans include integrating AI Agent technology to automate anomaly detection and reduce manual operations by 80%.
Speakers
avatar for Yuji Liu

Yuji Liu

Software Engineer, Kuaishou Technology
Container cloud engineer from Kuaishou.
avatar for Zhiheng Sun

Zhiheng Sun

Senior Software Engineer, Kuaishou
I am a cloud-native engineer at kwaishou, specializing in application performance improvement on Kubernetes. I also have led the open-local, a cloud-native local storage project in the open-source community.
Tuesday June 10, 2025 17:00 - 17:30 HKT
Level 19 | Crystal Court I
  AI + ML

17:08 HKT

⚡ Lightning Talk: Scaling AI With Wasm and Edge Computing - Miley Fu, WasmEdge
Tuesday June 10, 2025 17:08 - 17:12 HKT
What does the future of AI look like when we push the boundaries of cloud-based models and take it to the edge? In this talk, we’ll explore how Wasm and edge computing power AI deployment by providing developers with a fast, lightweight, and secure framework for running machine learning models across devices.

We’ll focus on how Wasm enables AI models to run efficiently on edge devices like NVIDIA GPUs, Mac, etc, driving LLM agents that require low latency and high throughput. This session will demonstrate the scalability of Wasm when integrated into distributed systems for AI processing, showing how the combination of edge computing and Wasm allows for faster, responsive AI applications that don’t rely on centralized cloud resources.

We’ll showcase real life use cases such as AI streamers commenting in real time, video translation agents deployment. Developers will walk away with an understanding of how to combine Wasm with edge infra to build and deploy AI apps that scale seamlessly
Speakers
avatar for Miley Fu

Miley Fu

CNCF Ambassador, Founding member at WasmEdge, WasmEdge
Miley is a Dev Advocate who build & contribute to open source. She is the co-chair and keynote speaker for KubeCon+Open Source Summit and AI Dev China 2024. With 6 years of experience working on WasmEdge runtime in CNCF sandbox as the founding member, she talks at KubeCon, KCD Shenzhen... Read More →
Tuesday June 10, 2025 17:08 - 17:12 HKT
Level 16 | Grand Ballroom I
  ⚡ Lightning Talks, Emerging + Advanced
 
Wednesday, June 11
 

15:30 HKT

Policy as Code: Past, Present and Future for Novice - Hoon Jo, Megazone
Wednesday June 11, 2025 15:30 - 16:00 HKT
When you're new to Kubernetes, Policy as Code (PaC) can be a very unfamiliar topic. But as you get more familiar with Kubernetes, you'll probably be interested in how you can use it securely, especially since Kubernetes is essentially a declarative system via YAML, so having security also be done in code will help with usability and reducing human error.

In order to make PaC easier to understand, I'll demonstrate the Admission Control part directly in Kubernetes. Until recently, this part was based on webhooks, but since v1.23, the decision to actively embrace the Common Expression Language (CEL) has made it possible to apply it as code directly inside Kubernetes. Validating Admission Policy became GA in v1.30, and Mutating Admission Policy is in Alpha in v1.32.

Based on this outline, I'll talk about how PaC has been applied to Kubernetes in the past, how it works today, and finally, how we can expect it to be integrated into Kubernetes in the future.

See you at the session! 🙂
Speakers
avatar for Hoon Jo

Hoon Jo

Cloud Solutions Architect, Cloud Native Engineer, Megazone
Hoon Jo is Cloud Solutions Architect as well as Cloud Native engineer at Megazone. He has many times of speaker experience for cloud native technologies. And spread out Cloud Native Ubiquitous in the world. He has written several books and latest books is 『CONTAINER INFRASTRUCTURE... Read More →
Wednesday June 11, 2025 15:30 - 16:00 HKT
Level 16 | Grand Ballroom I
  Cloud Native Novice
 
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