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Huawei Cloud Developer Alliance

The Huawei Cloud Developer Alliance creates a tech sharing platform for developers and partners, gathering Huawei Cloud product knowledge, event updates, expert talks, and more. Together we continuously innovate to build the cloud foundation of an intelligent world.

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Latest from Huawei Cloud Developer Alliance

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Huawei Cloud Developer Alliance

Jun 12, 2026 · Cloud Native

Unlock AgentCube on Huawei Cloud CCE to Build High‑Performance AI Agents

This guide explains how AgentCube, a Volcano sub‑project, enables rapid startup, high‑throughput scheduling, native session management, and strong isolation for AI Agent workloads on Huawei Cloud CCE, with step‑by‑step installation, configuration, and code examples demonstrating both CodeInterpreter and AgentRuntime.

AI AgentAgentCubeAgentRuntime

0 likes · 15 min read

Unlock AgentCube on Huawei Cloud CCE to Build High‑Performance AI Agents

Huawei Cloud Developer Alliance

May 25, 2026 · Operations

Building a Unified Data Foundation for Stable, Controllable, and Evolving AI Agents

The article explains why observability is essential for AI agents, defines four core capabilities—metric tracking, session replay, topology analysis, and operation tracing—describes AgentArts Ops' OpenTelemetry‑compatible solution, and presents two real‑world fault‑diagnosis cases that demonstrate how a unified data foundation enables precise root‑cause identification and continuous agent evolution.

AI agentsAgentOpsDistributed Tracing

0 likes · 12 min read

Building a Unified Data Foundation for Stable, Controllable, and Evolving AI Agents

Huawei Cloud Developer Alliance

May 19, 2026 · Artificial Intelligence

How Cloud Agent Harness Grows Skills from Real Tasks: A Three‑Stage Self‑Evolution Mechanism

The article analyzes Huawei Cloud Agent Harness's three‑stage skill self‑evolution framework, detailing how agents automatically extract, evolve, and validate reusable skills from execution traces to overcome manual authoring bottlenecks and ensure continuous improvement.

AI agentsLLM‑driven optimizationevaluation pipeline

0 likes · 14 min read

How Cloud Agent Harness Grows Skills from Real Tasks: A Three‑Stage Self‑Evolution Mechanism

Huawei Cloud Developer Alliance

May 13, 2026 · Cloud Native

Why HPA Falls Short for LLMs and How Kthena Autoscaler Redefines Elastic Scaling

The article explains why traditional Kubernetes HPA cannot meet the unique demands of large‑language‑model inference, introduces Kthena Autoscaler’s model‑aware architecture, its dual stable/panic scaling modes, cost‑aware algorithms, flexible policy bindings, and provides practical configuration and observability guidance.

Kthena AutoscalerKubernetesLLM inference

0 likes · 10 min read

Why HPA Falls Short for LLMs and How Kthena Autoscaler Redefines Elastic Scaling

Huawei Cloud Developer Alliance

May 9, 2026 · Cloud Native

A Cloud‑Native Paradigm for Efficient Agent Hosting: Systematic Design of Agent Harness Infra

The article analyzes the challenges of deploying AI agents in cloud‑native environments—cold‑start latency, state persistence, and security isolation—and presents Huawei Cloud’s Agent Harness Infra, which uses capacity‑prediction, parallel scheduling, microVM‑based decoupling, and lightweight OS techniques to achieve up to 5× throughput, 100 ms startup and 80% warm‑start hit rates.

Agent HarnessCloud NativeMicroVM

0 likes · 11 min read

A Cloud‑Native Paradigm for Efficient Agent Hosting: Systematic Design of Agent Harness Infra

Huawei Cloud Developer Alliance

Apr 29, 2026 · Artificial Intelligence

Deploy DeepSeek‑V4 on Ascend NPU with Kthena in 3 Minutes (Prefill‑Decode Separation)

This guide walks through deploying the DeepSeek‑V4‑Flash model on Ascend NPU using Kthena’s ModelRoute, detailing the Prefill‑Decode (P/D) separation architecture, KV cache transfer via Mooncake, configuration of ModelServing and ModelRoute resources, and flexible scaling of Prefill and Decode replicas for optimal performance.

Ascend NPUDeepSeek V4KV cache

0 likes · 22 min read

Deploy DeepSeek‑V4 on Ascend NPU with Kthena in 3 Minutes (Prefill‑Decode Separation)

Huawei Cloud Developer Alliance

Apr 23, 2026 · Artificial Intelligence

Why Agent Harness Is Central to AI Engineering: OfficeClaw Design & Implementation

The article explains how Agent Harness, defined by six core components (Execution Loop, Tool Registry, Context Manager, State Store, Lifecycle Hooks, Evaluation Interface), forms the operating system for AI agents, and details Huawei Cloud OfficeClaw’s layered architecture and real‑world deployment that boosts task reliability and efficiency.

AI engineeringAgent HarnessContext management

0 likes · 11 min read

Why Agent Harness Is Central to AI Engineering: OfficeClaw Design & Implementation

Huawei Cloud Developer Alliance

Apr 23, 2026 · Artificial Intelligence

Kimi K2.6 Launches on Huawei Cloud – Experience the New AI Model Today

On April 20, the open‑source Kimi K2.6 model debuted with industry‑leading code generation, long‑range task execution and a 300‑agent cluster, while Huawei Cloud’s KV‑Cache‑Aware scheduling cuts TTFT by 10% and enables free, one‑click API access for developers.

AI AgentHuawei CloudKimi K2.6

0 likes · 4 min read

Kimi K2.6 Launches on Huawei Cloud – Experience the New AI Model Today

Huawei Cloud Developer Alliance

Apr 13, 2026 · Artificial Intelligence

How AReaL v1.0 Enables Scalable Agentic RL on Ascend NPU with AWEX Weight Sync

The new AReaL v1.0 release brings full Ascend NPU support, detailed installation guides, and a best‑practice example for training a 30B MoE model across four nodes, while the integrated AWEX weight‑sync mechanism dramatically reduces synchronization time, improving efficiency and stability for large‑scale Agentic RL workloads.

AWEXAscend NPUDistributed Training

0 likes · 12 min read

How AReaL v1.0 Enables Scalable Agentic RL on Ascend NPU with AWEX Weight Sync

Huawei Cloud Developer Alliance

Apr 10, 2026 · Cloud Computing

How Huawei’s Hybrid‑Cloud Claw Solution Secures and Localizes AI Skills

Huawei’s new hybrid‑cloud Claw solution addresses the security and accessibility challenges of AI Skills by providing an offline‑compatible, locally deployed ClawHub‑Lite that enables secure Skill acquisition, one‑click import, and instant invocation with RBAC controls, while supporting custom Skills and integration with popular IM platforms.

AI SkillsClawHubEnterprise Deployment

0 likes · 5 min read

How Huawei’s Hybrid‑Cloud Claw Solution Secures and Localizes AI Skills