Tech BlogAI notes, field reports, and engineering playbooks.https://robin-tech-blog.vercel.app/Deploying Qwen3.6-27B-W8A8 on Huawei Ascend 910B with vLLM Ascendhttps://robin-tech-blog.vercel.app/posts/2026-06-22-qwen36-27b-w8a8-vllm-ascend-deployment/https://robin-tech-blog.vercel.app/posts/2026-06-22-qwen36-27b-w8a8-vllm-ascend-deployment/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.Sun, 31 May 2026 13:35:00 GMTAnonymous LLMs for Enterprise Coding Agentshttps://robin-tech-blog.vercel.app/posts/2026-05-30-anonymous-llm-gateway-coding-agents/https://robin-tech-blog.vercel.app/posts/2026-05-30-anonymous-llm-gateway-coding-agents/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.Sun, 31 May 2026 00:20:00 GMTBuilding an Enterprise-Grade AI Coding Platform on Huawei Cloud MaaShttps://robin-tech-blog.vercel.app/posts/2026-05-09-huawei-maas-litellm-searxng-css-aicoding-platform/https://robin-tech-blog.vercel.app/posts/2026-05-09-huawei-maas-litellm-searxng-css-aicoding-platform/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.Sat, 09 May 2026 21:00:00 GMTLiteLLM with Huawei Cloud MaaS: FinOps, ECS Stability, and Cache Strategyhttps://robin-tech-blog.vercel.app/posts/2026-05-02-litellm-huawei-cloud-maas-finops-ecs-cache/https://robin-tech-blog.vercel.app/posts/2026-05-02-litellm-huawei-cloud-maas-finops-ecs-cache/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.Sat, 02 May 2026 21:25:00 GMTBuilding a LangGraph-Based CSS Elasticity AIOps Agenthttps://robin-tech-blog.vercel.app/posts/2026-04-20-css-elasticity-aiops-agent-langgraph/https://robin-tech-blog.vercel.app/posts/2026-04-20-css-elasticity-aiops-agent-langgraph/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.Mon, 20 Apr 2026 15:00:00 GMTWhy I Created Huawei Cloud Adoption Skills: Helping AI Agents Use Huawei Cloud Faster, More Accurately, and More Reliablyhttps://robin-tech-blog.vercel.app/posts/2026-04-18-huawei-cloud-adoption-skills/https://robin-tech-blog.vercel.app/posts/2026-04-18-huawei-cloud-adoption-skills/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.Sat, 18 Apr 2026 17:40:00 GMTTwo Days, Not Two Months: Why I Gave Up the CTO Title to Become a Cloud Adoption Builderhttps://robin-tech-blog.vercel.app/posts/2026-04-09-cloud-adoption-builder/https://robin-tech-blog.vercel.app/posts/2026-04-09-cloud-adoption-builder/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.Thu, 09 Apr 2026 20:45:00 GMTBuilding a CSS + CES Auto-Scaling End-to-End Test Harnesshttps://robin-tech-blog.vercel.app/posts/2026-04-06-css-ces-autoscaling-end-to-end-test-harness/https://robin-tech-blog.vercel.app/posts/2026-04-06-css-ces-autoscaling-end-to-end-test-harness/A practical guide to validating Huawei Cloud CSS auto-scaling with CES metrics, realistic OpenSearch load, and a repeatable end-to-end test harness.Mon, 06 Apr 2026 12:15:00 GMTBuilding a Multilingual AI Collections Agent for X Bank with GLM and LangGraphhttps://robin-tech-blog.vercel.app/posts/2026-04-06-x-bank-collection-agent-glm-langgraph/https://robin-tech-blog.vercel.app/posts/2026-04-06-x-bank-collection-agent-glm-langgraph/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.Mon, 06 Apr 2026 12:13:00 GMTBuilding a Reusable SQL Adaptation Skill for Huawei Cloud GaussDBhttps://robin-tech-blog.vercel.app/posts/2026-04-06-gaussdb-sql-adaptation-skill/https://robin-tech-blog.vercel.app/posts/2026-04-06-gaussdb-sql-adaptation-skill/A practical guide to turning SQL Server-to-GaussDB migration into a reusable engineering skill, with deterministic rewrite rules, search patterns, and operational guardrails.Mon, 06 Apr 2026 11:05:00 GMTBuilding a Local Karmada Failover Demo: Multi-Cluster Kubernetes Traffic Switching on One Hosthttps://robin-tech-blog.vercel.app/posts/2026-04-05-building-a-local-karmada-failover-demo/https://robin-tech-blog.vercel.app/posts/2026-04-05-building-a-local-karmada-failover-demo/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.Sun, 05 Apr 2026 18:45:00 GMTRunning LangGraph with openGauss: Integration Guidehttps://robin-tech-blog.vercel.app/posts/2026-04-04-opengauss-langgraph/https://robin-tech-blog.vercel.app/posts/2026-04-04-opengauss-langgraph/Complete guide to deploying LangGraph with openGauss persistence layer - installation, configuration, and production-ready checkpoint management for AI agent applications.Sat, 04 Apr 2026 18:20:00 GMTHow We Successfully Started Qwen3-Coder-Next on Huawei Ascend 910B with vLLM-Ascend 0.17https://robin-tech-blog.vercel.app/posts/2026-03-28-qwen3-coder-next-gen-ai-coding-assistant/https://robin-tech-blog.vercel.app/posts/2026-03-28-qwen3-coder-next-gen-ai-coding-assistant/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.Sat, 28 Mar 2026 14:55:00 GMTMixed AI Compute Pools: Architecture Patterns for Heterogeneous GPU Infrastructurehttps://robin-tech-blog.vercel.app/posts/2026-03-18-mixed-ai-compute-pools-architecture/https://robin-tech-blog.vercel.app/posts/2026-03-18-mixed-ai-compute-pools-architecture/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.Wed, 18 Mar 2026 03:19:00 GMTDeploying GLM-5 W4A8 on Huawei Cloud Ascend 910B x8https://robin-tech-blog.vercel.app/posts/2026-03-11-glm5-w4a8-ascend-910b-deployment/https://robin-tech-blog.vercel.app/posts/2026-03-11-glm5-w4a8-ascend-910b-deployment/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.Wed, 11 Mar 2026 19:34:00 GMTFrom Zero to a Working Coding Assistant: Deploying Qwen3.5-9B on a Huawei Cloud 910B Notebookhttps://robin-tech-blog.vercel.app/posts/qwen35-9b-ascend-910b-opencode-deployment/https://robin-tech-blog.vercel.app/posts/qwen35-9b-ascend-910b-opencode-deployment/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.Tue, 10 Mar 2026 23:31:00 GMTChilean Spanish ASR Model Benchmark Report: Comprehensive Evaluation of Open-Source Speech Recognition Modelshttps://robin-tech-blog.vercel.app/posts/chilean-spanish-asr-benchmark-2026/https://robin-tech-blog.vercel.app/posts/chilean-spanish-asr-benchmark-2026/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.Sat, 07 Mar 2026 22:35:00 GMTFrom Rule Explosion to Runtime Discovery: Building a Universal Cloud Agent in One Dayhttps://robin-tech-blog.vercel.app/posts/2026-02-25-from-rule-explosion-to-runtime-discovery/https://robin-tech-blog.vercel.app/posts/2026-02-25-from-rule-explosion-to-runtime-discovery/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.Thu, 26 Feb 2026 00:00:00 GMTBuilding hc-agent: Lessons from Rapid Prototyping to Productionhttps://robin-tech-blog.vercel.app/posts/2026-02-25-building-hc-agent-lessons-from-rapid-prototyping-t/https://robin-tech-blog.vercel.app/posts/2026-02-25-building-hc-agent-lessons-from-rapid-prototyping-t/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.Wed, 25 Feb 2026 10:30:00 GMTHuawei OmniInfer PD Disaggregation on Ascend: Qwen3-VL Single-Node Deployment (1P1D)https://robin-tech-blog.vercel.app/posts/huawei-omniinfer-pd-disaggregation-qwen3vl-ascend/https://robin-tech-blog.vercel.app/posts/huawei-omniinfer-pd-disaggregation-qwen3vl-ascend/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.Wed, 04 Feb 2026 19:35:00 GMTBuilding an AI-Powered Telecom Marketing System: From Network Data to Personalized Campaignshttps://robin-tech-blog.vercel.app/posts/telecom-marketing-automation-ookla-huawei-cloud/https://robin-tech-blog.vercel.app/posts/telecom-marketing-automation-ookla-huawei-cloud/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.Wed, 04 Feb 2026 14:35:00 GMTBuilding a Multimodal Agent on Huawei Cloud Ascend: Qwen3-VL + LangChainhttps://robin-tech-blog.vercel.app/posts/langchain-multimodal-agent-qwen3vl-huawei-ascend/https://robin-tech-blog.vercel.app/posts/langchain-multimodal-agent-qwen3vl-huawei-ascend/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.Wed, 04 Feb 2026 01:00:00 GMTDeploying a Qwen3-VL OpenAI-Compatible API on Huawei Cloud Ascend (910B) with Docker + FastAPIhttps://robin-tech-blog.vercel.app/posts/qwen3-vl-openai-api-huawei-cloud-ascend-910b-docker-fastapi/https://robin-tech-blog.vercel.app/posts/qwen3-vl-openai-api-huawei-cloud-ascend-910b-docker-fastapi/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.Tue, 03 Feb 2026 03:00:00 GMTDeploy OpenClaw on Huawei Cloud ECS and Use Huawei ModelArts MaaS (OpenAI-Compatible)https://robin-tech-blog.vercel.app/posts/deploy-openclaw-on-huawei-cloud-ecs-with-huawei-maas/https://robin-tech-blog.vercel.app/posts/deploy-openclaw-on-huawei-cloud-ecs-with-huawei-maas/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).Tue, 03 Feb 2026 01:25:00 GMTRunbook: Deploy Dify + RAG on Huawei Cloud ECS (Docker Compose)https://robin-tech-blog.vercel.app/posts/deploy-dify-rag-on-huawei-cloud-ecs/https://robin-tech-blog.vercel.app/posts/deploy-dify-rag-on-huawei-cloud-ecs/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.Mon, 02 Feb 2026 23:05:00 GMTQwen3-8B Deployment on Huawei Cloud ModelArts Notebook (Ascend 910B + PyTorch 2.6.0)https://robin-tech-blog.vercel.app/posts/qwen3-8b-ascend-910b-modelarts-practitioner-guide/https://robin-tech-blog.vercel.app/posts/qwen3-8b-ascend-910b-modelarts-practitioner-guide/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.Mon, 02 Feb 2026 20:45:00 GMT