Archives

A field-tested deployment guide for Qwen3.6-27B-W8A8 on Huawei Ascend 910B/A2 with vLLM Ascend v0.19.1rc1 and vLLM v0.19.1, covering CANN 8.5.2, Python 3.11, torch-npu 2.9, Triton Ascend, native kernels, ATB, graph mode, and the failure fixes needed to make deployment repeatable.

Why enterprises should anonymize LLM model access for coding agents, and how to implement a gateway with Claude Code, Codex, credits, quotas, TPM/RPM, and provider governance.

A reference architecture and field report for fronting Huawei Cloud MaaS with LiteLLM, exposing SearXNG web search and CSS/OpenSearch code search as remote MCP tools, and integrating the whole stack into Claude Code via claude-code-router on a single ECS.

An implementation-oriented exploration of using LiteLLM as a Huawei Cloud MaaS gateway for FinOps, virtual keys, budget control, ECS-based connection stability, and cache strategy.

A production-oriented guide to building a Huawei Cloud CSS Elasticity AIOps agent with LangGraph, metrics collection, AI-assisted scaling decisions, deterministic safety checks, and persistent operational state.

Why I created Huawei Cloud Adoption Skills: an open source, scenario-first framework that helps AI agents support Huawei Cloud migration, architecture, operations, and modernization work with greater accuracy, speed, and reuse.

A field report on how AI compresses cloud adoption work from months to days: from requirement analysis and driver debugging to Kafka-to-database benchmarking and customer-ready demo delivery.

A practical guide to validating Huawei Cloud CSS auto-scaling with CES metrics, realistic OpenSearch load, and a repeatable end-to-end test harness.

How to build a multilingual AI collections agent with deterministic workflow orchestration, GLM-assisted classification and generation, retrieval-backed script selection, and session-aware negotiation logic.

A practical guide to turning SQL Server-to-GaussDB migration into a reusable engineering skill, with deterministic rewrite rules, search patterns, and operational guardrails.

A step-by-step guide to building a single-host Karmada failover demo with two kind member clusters, a stable HAProxy entrypoint, and visible traffic cutover between Kubernetes clusters.

Complete guide to deploying LangGraph with openGauss persistence layer - installation, configuration, and production-ready checkpoint management for AI agent applications.

Complete deployment guide for Qwen3-Coder-Next on Huawei Ascend 910B with vLLM-Ascend 0.17. Documents the working configuration after multiple failed attempts, covering CANN 8.5.1, W8A8 quantization, worker startup modes, and KV cache management.

A comprehensive guide to building production-ready mixed GPU pools. Explores capability-based segmentation, elastic burst patterns, multi-cloud federation, and real-world case studies including Huawei Ascend + NVIDIA hybrid deployments.

A field report on deploying GLM-5 W4A8 on ModelArts with 8 Ascend 910B cards. We solved Python stack issues and got the API server ready, but hit a decode blocker at the Ascend runtime layer. This is a practical summary of what worked, what broke, and where the real problem turned out to be.

A practical guide to deploying Qwen3.5-9B on Huawei Cloud ModelArts with Ascend 910B, including model selection, runtime setup, and opencode integration for coding assistance.

In-depth benchmark of 7 state-of-the-art ASR models on Chilean Spanish. Voxtral-Mini-4B achieves 2.63% WER, Whisper delivers 9.5x real-time speed, and Fun-ASR offers best cost-efficiency. Complete performance analysis, deployment recommendations, and roadmap.

How we eliminated 70,000 lines of hardcoded logic by letting the SDK tell us what it can do. A technical deep-dive into runtime discovery, LLM-first planning, and the 2-hour plan model rule that saves 20 hours of debugging.

A technical post-mortem on building an AI-first cloud automation framework: from a rapid prototype built with Codex on a plane to a production-ready system, and the hard lessons learned along the way.

Practical guide to deploying Qwen3-VL with Prefill-Decode separation on Ascend NPUs using OmniInfer. Covers minimal 1P1D setup, KV cache transfer, troubleshooting, and complete working scripts.

End-to-end guide: leverage Ookla Open Data + Huawei Cloud DLI + MaaS to build an intelligent marketing platform for telecom operators. Includes complete demo app with Streamlit + PyDeck visualization and AI-generated marketing scripts.

End-to-end guide to deploying Qwen3-VL multimodal inference server on Huawei Cloud Ascend 910B with OpenAI-compatible API, and building practical multimodal agents using LangChain with caching strategies.

A comprehensive guide to deploying Qwen3-VL-8B vision-language model on Ascend 910B NPUs with an OpenAI-compatible FastAPI server, including container setup, load testing, and production deployment patterns.

A production-like runbook to deploy OpenClaw on Huawei Cloud ECS, wire it to Huawei ModelArts Studio (MaaS) via OpenAI-compatible APIs, and validate automation with cron-driven health checks (Telegram example).

A production-like, single-node deployment runbook for Dify on Huawei Cloud ECS with RAG: web/api/worker + Postgres + Redis + Qdrant, plus optional SearXNG, plugin daemon, and sandbox. Includes troubleshooting and MaaS (OpenAI-compatible) model binding.

Comprehensive operational runbook: deploy Qwen3-8B on Huawei Cloud ModelArts Notebook with Ascend 910B and PyTorch 2.6.0 (Ascend build), including custom image, model download, inference, and optional API serving.