https://cubxxw.com/tags/development/ Xinwei Xiong's open archive of AI workflows, real projects, engineering methods, systems thinking, personal growth, philosophy, and life. https://cubxxw.com/assets/og-image.png https://cubxxw.com/ Hugo -- gohugo.io en-us Sat, 15 Aug 2026 01:52:45 +0800 https://cubxxw.com/growth/posts/2026-08-15-ai-made-me-smarter-later-to-reality/ Sat, 15 Aug 2026 01:52:45 +0800 Sat, 15 Aug 2026 01:52:45 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/growth/posts/2026-08-15-ai-made-me-smarter-later-to-reality/ AI can rapidly complete concepts, architectures, and plans while delaying falsifiable feedback. A 48-hour task shows how to let reality answer sooner. AI Personal Growth Personal Reflection Productivity Philosophy Development Layers of transparent engineering blueprints rise from a workbench until a physical test block marked with a restrained red failure signal stops them https://cubxxw.com/ai-agent/posts/dissecting-open-lovable/ Mon, 29 Jun 2026 09:30:00 +0800 Mon, 29 Jun 2026 09:30:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/dissecting-open-lovable/ A commit-pinned audit of open-lovable’s text protocol, Agentic Search, Morph edit path, and E2B/Vercel sandbox boundaries for practical AI app builders. Development AI Agent LLM Harness Engineering Development Open Source open-lovable architecture from web scraping through code generation to dual-sandbox preview https://cubxxw.com/ai-agent/posts/relay-agent-architecture-design/ Wed, 24 Jun 2026 10:00:00 +0800 Fri, 31 Jul 2026 18:00:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/relay-agent-architecture-design/ A source-based audit of Relay’s coordinator, five domain agents, LangGraph HITL, browser delivery, durability gaps, and remaining 2026 migration debt. Development AI Agent LLM Python Security Development Editorial architecture diagram of Relay with a coordinator, five domain agents, safeguards, browser delivery, and audit boundaries https://cubxxw.com/projects/UFO/ Fri, 09 May 2025 21:30:15 +0800 Thu, 30 Jul 2026 12:00:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/projects/UFO/ A practical analysis of Microsoft UFO³, tracing its path from Windows UI automation to Desktop AgentOS and cross-device orchestration, with limits and guidance. Development AI Agent Automation Development Open Source Microsoft UFO desktop agent architecture https://cubxxw.com/ai-agent/posts/independent-developer/ Tue, 15 Apr 2025 20:53:12 +0800 Fri, 31 Jul 2026 12:00:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/independent-developer/ A practical 2026 roadmap for solo builders: validate demand, choose a minimal stack, ship a maintainable MVP, charge early, and preserve a clear exit path. Development Solo Builder Product Strategy Development Git Docker Testing Deployment A solo developer's path from problem validation to a maintainable MVP https://cubxxw.com/ai-agent/posts/harnessing-language-model-applications-with-langchain-a-developer-is-guide/ Wed, 22 May 2024 21:37:34 +0800 Fri, 31 Jul 2026 10:00:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/harnessing-language-model-applications-with-langchain-a-developer-is-guide/ A practical LangChain 1.x guide to models, agents, middleware, memory, RAG, SQL, Ollama, and LangSmith, with runnable Python and safe migration advice. Development AI LLM Agent Python RAG Development Automation LangChain 1.x architecture connecting models, agents, memory, retrieval, and observability https://cubxxw.com/ai-agent/posts/exploring-large-language-models-llms-pioneering-ai-understanding-generation-human-language/ Wed, 15 May 2024 20:12:29 +0800 Wed, 15 May 2024 20:12:29 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/exploring-large-language-models-llms-pioneering-ai-understanding-generation-human-language/ Understand how Transformers, scaling, and RAG work—and how retrieval, citations, evaluation, security, and production rollout make LLM systems reliable. Development AI LLM RAG Context Engineering Development Testing Security From Language Models to RAG: Capabilities, Limits, and Engineering https://cubxxw.com/engineering/posts/navigating-the-open-source-landscape/ Sat, 13 Apr 2024 20:29:22 +0800 Sat, 13 Apr 2024 20:29:22 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/engineering/posts/navigating-the-open-source-landscape/ This article explores the various facets of engaging with open source, from understanding its impact to navigating its challenges and opportunities, providing a comprehensive guide for developers and enthusiasts interested in contributing to and benefiting from the open source community. Open Source Development https://cubxxw.com/ai-agent/posts/sora-ease-guide-mastering-sora-ai-for-developers/ Thu, 14 Mar 2024 08:44:13 +0800 Fri, 31 Jul 2026 16:00:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/sora-ease-guide-mastering-sora-ai-for-developers/ A 2024 SoraEase prompt archive, updated after Sora’s shutdown, with a verified timeline and practical migration lessons for developers leaving the Videos API. Development AI Development Open Source Automation Testing Content Strategy An abandoned film strip crossing a bridge toward a new modular video workflow https://cubxxw.com/ai-agent/posts/exploring-sora-technology-for-enthusiasts-and-developers/ Sat, 24 Feb 2024 13:30:15 +0800 Fri, 31 Jul 2026 00:00:00 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/exploring-sora-technology-for-enthusiasts-and-developers/ A dated, evidence-based review of Sora, from its 2024 research preview and Sora 2 to shutdown, safety limits, copyright risk, and API migration for developers. Development AI Development Product Strategy Security Content Strategy A timeline of Sora from research preview and product launch to shutdown https://cubxxw.com/engineering/posts/concurrent-type-checking-and-cross-platform-development-in-go/ Wed, 24 Jan 2024 22:40:15 +0800 Wed, 24 Jan 2024 22:40:15 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/engineering/posts/concurrent-type-checking-and-cross-platform-development-in-go/ Explore the intricacies of concurrent type checking and efficient cross-platform development techniques in Go programming, illustrating best practices and advanced concepts for robust application development. Go Development Parallel conveyor lanes pass identical blocks through architecture-sized gauges, catching one cross-platform type mismatch https://cubxxw.com/engineering/posts/deep-dive-into-the-components-of-kubernetes-kubectl/ Thu, 28 Sep 2023 20:29:30 +0800 Thu, 28 Sep 2023 20:29:30 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/engineering/posts/deep-dive-into-the-components-of-kubernetes-kubectl/ kubelet architecture, kubelet core processes for Pod management, kubelet node management, Pod management Development Go Kubernetes