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KNOWLEDGE

Knowledge

Practical notes on AI research, design workflows and working methods developed through real projects and teaching.

KNOWLEDGE GUIDE

Knowledge Guide

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AI WORKFLOW GUIDES

Architecture and interior design AI, explained through real workflows

Start with practical guides that connect research, proposals, drawings, data boundaries, and human review.

33 knowledge articles
工程管理與數位建模2026-10-04

dots 遠端製圖實務:40 坪三房兩廳從語音需求到 FreeCAD R02 審閱圖說

以 40 坪三房兩廳案例,整理 dots 如何把語音需求轉為 FreeCAD 模型與 R02 審閱圖說:從尺寸基準、版次管理到檔案與圖面驗證。並說明模型與凍結圖頁的同步限制,以及審閱草案與正式施工核定的界線。

dotsFreeCAD遠端製圖住宅平面
AI 視覺與 UI2026-10-04

Kling AI 母女短片製作:從 12 格分鏡到 V2 的實作流程

以《媽,我回來了》短片案例,整理從 12 格分鏡、角色連戲、高風險鏡頭測試,到 V1/V2 局部修訂、字幕與交付檢查的實作流程。並說明抽格、語音辨識和技術規格各自能證明什麼,以及完整視聽驗收仍不可省略。

Kling AIAI 影片短片製作分鏡
AI Workflow 與建築設計2026-09-14

GPT-6 Astra Skills and AGENTS.md: Context Engineering Workflow

A practical guide to layered Skills, AGENTS.md, context engineering, decision boundaries, persistence, and QA for architecture and interior AI workflows.

GPT-6 AstraSkillsAGENTS.mdContext Engineering
🔒 Qualified membersAI Workflow2026-08-24

Codex Bridge:讓 AI 從對話走向可確認、可稽核的工程工作流

Codex 負責理解與規劃,Bridge 負責驗證工具、權限、確認與稽核;HTML 執行可見流程,Excel/DB 保存正式資料。這份教學以工程管理情境,建立 AI 不直接碰正式資料的可維護架構。

CodexBridgeAI Workflow工程管理