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新增內容整合對應: 【2.深入LLM模型工程與LLM運維】 - 5.監督微調/進階微調策略_LoRA_QLoRA.md - LoRA、QLoRA 微調教學 - 7.模型壓縮與優化/推論優化完整指南.md - 量化、vLLM、TensorRT-LLM - 8.模型部署與運維/成本優化與Token管理.md - Token 管理、快取策略 - 8.模型部署與運維/雲端部署策略指南.md - AWS、GCP、Azure、K8s - 9.模型評估/幻覺偵測與緩解指南.md - 幻覺檢測與緩解策略 - 10.進階話題/AI安全與對齊指南.md - Prompt 注入防禦、隱私保護 - 10.進階話題/即時ML系統指南.md - 低延遲推論、Feature Store - 10.進階話題/強化學習與LLM整合指南.md - RLHF、DPO、PPO - 13.AI程式助手/AI程式助手深度指南.md - Copilot、Cursor、Claude Code 【3.LLM應用工程】 - 3.Agent/Agent記憶系統完整指南.md - 短期/長期/情節記憶 - 3.Agent/Agent框架選擇決策指南.md - LangGraph、CrewAI、AutoGen 比較 - 5.進階RAG/向量資料庫完整比較指南.md - Pinecone、Weaviate、Milvus - 10.多模態生成/5.視覺語言模型/ - GPT-4o Vision、Claude Vision - 10.多模態生成/6.語音與音訊AI/ - Whisper、TTS、即時語音 - 12.進階提示工程/Prompt版本管理與工程化.md - A/B 測試、版本控制 【5.AI研究前沿_2024-2025】 - 實戰項目/智能客服機器人完整實作.md - 完整客服機器人專案 【工具腳本】 - scripts/check-format.py - 格式驗證 - scripts/generate-toc.py - 目錄生成 - scripts/update-timestamps.py - 時間戳更新 - scripts/validate-links.py - 連結驗證 - templates/ - 筆記和專案模板
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新增內容整合對應:
【2.深入LLM模型工程與LLM運維】
【3.LLM應用工程】
【5.AI研究前沿_2024-2025】
【工具腳本】
📋 PR 描述 / Description
🔗 相關 Issue / Related Issues
🔄 改動類型 / Type of Change
📝 改動說明 / Changes Made
🧪 測試方式 / How Has This Been Tested?
📸 截圖 / Screenshots (如適用 / if applicable)
✅ 自我檢查清單 / Checklist
📌 其他備註 / Additional Notes