AI Learning Notes

AI Learning Notes https://eaglhuang.github.io/AI-learning-notes/ Engineering notes on multi-AI collaboration, agent governance, prompt engineering, and shipping production AI systems — by Eagl Huang. en Copyright (c) Eagl Huang noreply@eaglhuang.github.io (Eagl Huang) noreply@eaglhuang.github.io (Eagl Huang) Sat, 06 Jun 2026 15:50:25 +0800 Sat, 06 Jun 2026 15:50:25 +0800 1440 https://eaglhuang.github.io/AI-learning-notes/assets/og/atm_atomic_foundry_en.svg AI Learning Notes https://eaglhuang.github.io/AI-learning-notes/ Why "Same File = Conflict" Is Wrong for Multi-Agent Coding: A CID-Based Parallel Conflict Advisor https://eaglhuang.github.io/AI-learning-notes/cid_parallel_conflict_advisor_en.html https://eaglhuang.github.io/AI-learning-notes/cid_parallel_conflict_advisor_en.html Sat, 06 Jun 2026 00:00:00 +0800 Eagl Huang en Multi-Agent AI Engineering Atom Maps: A Governance Replacement Surface for Retiring Legacy Modules with Multi-Agent AI https://eaglhuang.github.io/AI-learning-notes/atom_map_legacy_replacement_en.html https://eaglhuang.github.io/AI-learning-notes/atom_map_legacy_replacement_en.html Sat, 06 Jun 2026 00:00:00 +0800 Eagl Huang en Legacy Refactor AI Engineering AI 裸奔時代的終結：幫你的多 AI 加速開發同時加裝安全煞車 https://eaglhuang.github.io/AI-learning-notes/atm_atomic_foundry_public.html https://eaglhuang.github.io/AI-learning-notes/atm_atomic_foundry_public.html Thu, 04 Jun 2026 00:00:00 +0800 Eagl Huang zh-Hant AI Engineering Multi-Agent Governance The End of Naked AI Coding: Accelerating Multi-Agent Development with a Deterministic Safety Brake https://eaglhuang.github.io/AI-learning-notes/atm_atomic_foundry_public_en.html https://eaglhuang.github.io/AI-learning-notes/atm_atomic_foundry_public_en.html Thu, 04 Jun 2026 00:00:00 +0800 Eagl Huang en AI Engineering Multi-Agent Governance 多個 Agent 一起開發時，怎麼讓大模型帶隊把協作做穩 https://eaglhuang.github.io/AI-learning-notes/multi_agent_dispatch_playbook_public.html https://eaglhuang.github.io/AI-learning-notes/multi_agent_dispatch_playbook_public.html Tue, 02 Jun 2026 15:12:40 +0800 Eagl Huang zh-Hant Multi-Agent How a Stronger Agent Can Lead Multi-Agent Development Without Turning the Repo into Chaos https://eaglhuang.github.io/AI-learning-notes/multi_agent_dispatch_playbook_public_en.html https://eaglhuang.github.io/AI-learning-notes/multi_agent_dispatch_playbook_public_en.html Tue, 02 Jun 2026 15:12:40 +0800 Eagl Huang en Multi-Agent 如何訓練你的 AI 個性跟你最為默契 - 實用篇 https://eaglhuang.github.io/AI-learning-notes/ai_personality_prompt_practical_public.html https://eaglhuang.github.io/AI-learning-notes/ai_personality_prompt_practical_public.html Fri, 29 May 2026 00:33:48 +0800 Eagl Huang zh-TW Prompt Engineering How to Train an AI Personality That Works in Sync With You - A Practical Guide https://eaglhuang.github.io/AI-learning-notes/ai_personality_prompt_practical_public_en.html https://eaglhuang.github.io/AI-learning-notes/ai_personality_prompt_practical_public_en.html Fri, 29 May 2026 00:33:48 +0800 Eagl Huang en Prompt Engineering 像變了心的 AI？用模式提示詞把工作精神傳給下一個 Agent https://eaglhuang.github.io/AI-learning-notes/agent_mode_prompt_engineering_public.html https://eaglhuang.github.io/AI-learning-notes/agent_mode_prompt_engineering_public.html Fri, 29 May 2026 00:33:48 +0800 Eagl Huang zh-TW Prompt Engineering When AI Feels Like It Changed Its Mind: Passing Agent Work Modes Across Conversations https://eaglhuang.github.io/AI-learning-notes/agent_mode_prompt_engineering_public_en.html https://eaglhuang.github.io/AI-learning-notes/agent_mode_prompt_engineering_public_en.html Fri, 29 May 2026 00:33:48 +0800 Eagl Huang en Prompt Engineering 如何用 Codex 小助手幫忙分工處理複雜的任務：實用篇 https://eaglhuang.github.io/AI-learning-notes/codex_subagents_complex_tasks.html https://eaglhuang.github.io/AI-learning-notes/codex_subagents_complex_tasks.html Wed, 27 May 2026 13:18:38 +0800 Eagl Huang zh-Hant Codex Multi-Agent How to Use Codex Subagents to Split Up Complex AI Coding Work https://eaglhuang.github.io/AI-learning-notes/codex_subagents_complex_tasks_en.html https://eaglhuang.github.io/AI-learning-notes/codex_subagents_complex_tasks_en.html Wed, 27 May 2026 13:18:38 +0800 Eagl Huang en Codex Multi-Agent 我怎麼把多 Agent 協作做成 3KProject 裡真正可執行的工作流 https://eaglhuang.github.io/AI-learning-notes/agent_collaboration_public.html https://eaglhuang.github.io/AI-learning-notes/agent_collaboration_public.html Mon, 04 May 2026 14:39:37 +0800 Eagl Huang zh-Hant Multi-Agent 我怎麼把 RAG / ETL 做成一條真的能落地的資料生產線 https://eaglhuang.github.io/AI-learning-notes/rag_etl_pipeline_public.html https://eaglhuang.github.io/AI-learning-notes/rag_etl_pipeline_public.html Mon, 04 May 2026 13:30:39 +0800 Eagl Huang zh-Hant RAG ETL How I Turned RAG / ETL Into a Knowledge Pipeline That Can Actually Ship https://eaglhuang.github.io/AI-learning-notes/rag_etl_pipeline_public_en.html https://eaglhuang.github.io/AI-learning-notes/rag_etl_pipeline_public_en.html Mon, 04 May 2026 13:30:39 +0800 Eagl Huang en RAG ETL 當我用 AI Agent 開發遊戲：我如何為自己的專案打造「韁繩系統」 https://eaglhuang.github.io/AI-learning-notes/ai_agent_game_dev_harness_system.html https://eaglhuang.github.io/AI-learning-notes/ai_agent_game_dev_harness_system.html Mon, 04 May 2026 12:57:43 +0800 Eagl Huang zh-TW Harness Engineering Building Games with AI Agents: How I Built a Harness System for My Own Project https://eaglhuang.github.io/AI-learning-notes/ai_agent_game_dev_harness_system_en.html https://eaglhuang.github.io/AI-learning-notes/ai_agent_game_dev_harness_system_en.html Mon, 04 May 2026 12:57:43 +0800 Eagl Huang en Harness Engineering 我如何使用 Harness Engineering 讓 3KProject 變得更穩定 https://eaglhuang.github.io/AI-learning-notes/harness_engineering_article_public.html https://eaglhuang.github.io/AI-learning-notes/harness_engineering_article_public.html Mon, 04 May 2026 10:09:09 +0800 Eagl Huang zh-Hant Harness Engineering How I Use Harness Engineering to Make 3KProject More Stable https://eaglhuang.github.io/AI-learning-notes/harness_engineering_article_public_en.html https://eaglhuang.github.io/AI-learning-notes/harness_engineering_article_public_en.html Mon, 04 May 2026 10:09:09 +0800 Eagl Huang en Harness Engineering