https://peter-notes.com/categories/ai-%E9%96%8B%E7%99%BC%E5%B7%A5%E5%85%B7/Recent content in AI 開發工具 on Peter.H's Full-Stack GAMEhttps://peter-notes.com/images/og-image.jpghttps://peter-notes.com/images/og-image.jpgHugozh-twFri, 22 May 2026 00:00:00 +0000https://peter-notes.com/posts/strategic-cutover-docs-with-tactical-headless-orchestrators/Fri, 22 May 2026 00:00:00 +0000https://peter-notes.com/posts/strategic-cutover-docs-with-tactical-headless-orchestrators/Cutover doc 解決跨 session、跨天的戰略協調，但單一高階任務底下的執行還是手動驅動。把社群上流行的 orchestrator + claude headless pattern 接到 cutover doc 之下，組成戰略層（長期決策記憶）+ 戰術層（單 loop 內自動化執行）的兩層記憶體階層。https://peter-notes.com/posts/async-multi-agent-coordination-via-markdown-control-plane/Fri, 22 May 2026 00:00:00 +0000https://peter-notes.com/posts/async-multi-agent-coordination-via-markdown-control-plane/從一個跨三個 repo、橫跨十多個 AI session 的 schema migration 中萃取出的 8 個 control-plane document 設計模式：append-only audit、cross-session message queue、pickup prompt engineering，讓非同步 AI agent 協作成為可工程化的問題。https://peter-notes.com/posts/llm-driven-e2e-surfaces-backend-regression/Fri, 15 May 2026 00:00:00 +0000https://peter-notes.com/posts/llm-driven-e2e-surfaces-backend-regression/用 Playwright MCP 讓 LLM 驅動瀏覽器跑 STG 驗收，原本目標是確認 frontend 修補有效，卻意外揭發 backend dual-write lifecycle hook 失效的 regression。POST 200 不等於資料寫對：探討為什麼 bot 會多走那一步、人手 UAT 為什麼通常碰不到、以及如何把這個習慣寫進 verification recipe。https://peter-notes.com/posts/2025-12-20-claude-code-token-optimization-skills/Sat, 20 Dec 2025 00:00:00 +0000https://peter-notes.com/posts/2025-12-20-claude-code-token-optimization-skills/從 Claude Code Pro Plan 升級到 Max Plan 還是 token 不夠用？本文分享如何透過使用正確的 Skill 來大幅降低 token 消耗，讓 AI 輔助開發更有效率。https://peter-notes.com/posts/2025-12-19-cursor-browser-visual-editor-intro/Fri, 19 Dec 2025 00:00:00 +0000https://peter-notes.com/posts/2025-12-19-cursor-browser-visual-editor-intro/深入探討 Cursor Browser Visual Editor 的創新功能，了解它如何透過拖拉元素、即時屬性調整和自然語言指令，徹底改變前端開發的工作流程https://peter-notes.com/posts/2025-11-30-subagent_parallel_session/Sun, 30 Nov 2025 00:00:00 +0000https://peter-notes.com/posts/2025-11-30-subagent_parallel_session/深入探討 Subagent-Driven 和 Parallel Session 兩種 AI 協作開發模式，從核心概念、技術實作到實戰案例，幫助你選擇最適合的開發策略。https://peter-notes.com/posts/google-antigravity-review/Sat, 22 Nov 2025 00:00:00 +0000https://peter-notes.com/posts/google-antigravity-review/深入探討 Google Antigravity 這個革命性的代理優先開發平台，從核心概念、創新功能到實戰案例，並誠實評估其優勢與當前限制。