Fine-tune Qwen3.5 with QLoRA on an RTX 4060 Ti using 76 ChatML samples. A full walkthrough from environment setup through LoRA merge, GGUF conversion, and Ollama deploy, plus five hard rules for Windows CUDA fine-tuning.
A hands-on guide to deploying a LINE Bot customer service agent on Windows GPU with Ollama, Qwen3.5, and Hermes Gateway, including six real production pitfalls and fixes
How do you let the same Kanban board be programmatically managed by any AI Agent while rendering beautifully in real-time via Claude Desktop's Live artifacts, even letting you edit cards straight from the UI? Breaking down the three-layer co-governance architecture of data, MCP bridge, and presentation, with a full walkthrough of my actual Morning War Room implementation and security red lines.
Horizontal comparison of five mainstream AI Agent tools: memory persistence, Hook extensibility, Skill routing, and cross-platform integration, with scenario-based recommendations.
Seven real-world AI Agent disaster stories from six months of use: from rm -rf burns and API Key leaks to total cross-session amnesia, every mistake became a system safeguard.
A hands-on guide to building an AI Agent system: from directory layout and boot config to three-layer memory architecture and hook-based guardrails, seven steps to a working Agent workflow.