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Finish One Fine-Tune in 33 Seconds: LoRA on Apple Silicon
Run LoRA local fine-tuning of Gemma-4 E4B on an M4 Pro with mlx-tune. In 33 seconds the model learns your JSON schema. A full field report of Apple Silicon local fine-tuning.
Open →76 Examples Are Enough to Teach an AI Your Brand Voice: A Complete Windows QLoRA Fine-Tuning Guide
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.
Open →Building a LINE Customer Service Bot with a Local LLM: From Model Selection to Production Pitfalls
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
Open →Dual-Brain Kanban: Claude Code Makes the Changes, Claude Desktop Shows Them Live
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.
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