Claude/multi agent analysis optimization 8 a81 t

.devcontainer/devcontainer.json

@@ -0,0 +1,71 @@
+{
+  "name": "AI Learning Notes Dev Environment",
+  "image": "mcr.microsoft.com/devcontainers/python:3.11",
+
+  "features": {
+    "ghcr.io/devcontainers/features/git:1": {},
+    "ghcr.io/devcontainers/features/github-cli:1": {},
+    "ghcr.io/devcontainers/features/docker-in-docker:2": {}
+  },
+
+  "postCreateCommand": "bash scripts/setup.sh || pip install -r requirements.txt && pip install -r requirements-dev.txt",
+
+  "customizations": {
+    "vscode": {
+      "extensions": [
+        "ms-python.python",
+        "ms-python.vscode-pylance",
+        "ms-python.debugpy",
+        "ms-toolsai.jupyter",
+        "ms-toolsai.jupyter-keymap",
+        "ms-toolsai.jupyter-renderers",
+        "charliermarsh.ruff",
+        "ms-python.black-formatter",
+        "github.copilot",
+        "github.copilot-chat",
+        "eamodio.gitlens",
+        "yzhang.markdown-all-in-one",
+        "bierner.markdown-mermaid",
+        "redhat.vscode-yaml",
+        "tamasfe.even-better-toml",
+        "mechatroner.rainbow-csv"
+      ],
+      "settings": {
+        "python.defaultInterpreterPath": "/usr/local/bin/python",
+        "python.formatting.provider": "none",
+        "[python]": {
+          "editor.defaultFormatter": "ms-python.black-formatter",
+          "editor.formatOnSave": true,
+          "editor.codeActionsOnSave": {
+            "source.organizeImports": "explicit"
+          }
+        },
+        "editor.rulers": [100],
+        "files.trimTrailingWhitespace": true,
+        "files.insertFinalNewline": true,
+        "jupyter.askForKernelRestart": false,
+        "jupyter.notebookFileRoot": "${workspaceFolder}"
+      }
+    }
+  },
+
+  "mounts": [
+    "source=${localWorkspaceFolder}/.env,target=/workspaces/My-AI-Learning-Notes/.env,type=bind,consistency=cached"
+  ],
+
+  "forwardPorts": [8000, 8501, 7860, 8888],
+
+  "portsAttributes": {
+    "8000": {"label": "FastAPI", "onAutoForward": "notify"},
+    "8501": {"label": "Streamlit", "onAutoForward": "notify"},
+    "7860": {"label": "Gradio", "onAutoForward": "notify"},
+    "8888": {"label": "Jupyter", "onAutoForward": "notify"}
+  },
+
+  "remoteUser": "vscode",
+
+  "containerEnv": {
+    "PYTHONPATH": "/workspaces/My-AI-Learning-Notes",
+    "PYTHONDONTWRITEBYTECODE": "1"
+  }
+}

.github/workflows/ci.yml

@@ -151,18 +151,29 @@ jobs:
 
       - name: 🔐 Bandit - 安全漏洞掃描
         run: |
-          bandit -r . -f json -o bandit-report.json --exit-zero
-        # 產出報告但不阻擋 CI，讓開發者檢視結果
+          # 掃描高危漏洞（高嚴重性會阻擋CI）
+          bandit -r . -f json -o bandit-report.json -ll
+          # -ll 只報告中等及以上嚴重性的問題
 
       - name: 🛡️ Safety - 依賴安全檢查
         run: |
-          safety check --json --continue-on-error || true
-        # 依賴安全問題需要人工評估
+          # 檢查已知漏洞，高危問題會阻擋CI
+          safety check --json --output safety-report.json
+          echo "✅ 依賴安全檢查通過"
 
       - name: 🔍 Pip Audit - 依賴審計
         run: |
-          pip-audit --desc
-        continue-on-error: true  # 依賴審計供參考
+          # 審計依賴，發現漏洞會阻擋CI
+          pip-audit --desc --strict
+
+      - name: 📤 上傳安全報告
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: security-reports
+          path: |
+            bandit-report.json
+            safety-report.json
 
   # ==================== 構建檢查 ====================
   build:

1.從AI到LLM基礎/4.DL/00.DL_Path/15_自然語言處理：應用/utils/ai_tools.py

@@ -13,7 +13,7 @@
 class AIAssistant:
     """AI 助手基類"""
 
-    def __init__(self, api_key: Optional[str] = None, model: str = "gpt-3.5-turbo"):
+    def __init__(self, api_key: Optional[str] = None, model: str = "gpt-4o-mini"):
         """
         Args:
             api_key: API 密鑰
@@ -30,20 +30,29 @@ def generate(self, prompt: str, **kwargs) -> str:
 class OpenAIAssistant(AIAssistant):
     """OpenAI GPT 助手"""
 
-    def __init__(self, api_key: Optional[str] = None, model: str = "gpt-3.5-turbo"):
+    def __init__(self, api_key: Optional[str] = None, model: str = "gpt-4o-mini"):
         """
         Args:
             api_key: OpenAI API 密鑰 (如果為 None，從環境變量獲取)
-            model: 模型名稱
+            model: 模型名稱 (推薦: gpt-4o-mini, gpt-4o)
         """
         super().__init__(api_key, model)
         self.api_key = api_key or os.getenv('OPENAI_API_KEY')
+        self._client = None
 
         if not self.api_key:
             print("⚠️ 警告: 未設置 OPENAI_API_KEY")
             print("請設置環境變量: export OPENAI_API_KEY='your-key'")
             print("或直接傳入 api_key 參數")
 
+    @property
+    def client(self):
+        """延遲初始化 OpenAI 客戶端"""
+        if self._client is None and self.api_key:
+            from openai import OpenAI
+            self._client = OpenAI(api_key=self.api_key)
+        return self._client
+
     def generate(
         self,
         prompt: str,
@@ -72,10 +81,10 @@ def generate(
             return "❌ 錯誤: 未設置 API 密鑰"
 
         try:
-            import openai
-            openai.api_key = self.api_key
+            if self.client is None:
+                return "❌ 錯誤: 無法初始化 OpenAI 客戶端"
 
-            response = openai.ChatCompletion.create(
+            response = self.client.chat.completions.create(
                 model=self.model,
                 messages=[{"role": "user", "content": prompt}],
                 temperature=temperature,
@@ -86,15 +95,15 @@ def generate(
             return response.choices[0].message.content.strip()
 
         except ImportError:
-            return "❌ 錯誤: 請安裝 openai 套件 (pip install openai)"
+            return "❌ 錯誤: 請安裝 openai 套件 (pip install openai>=1.0)"
         except Exception as e:
             return f"❌ 錯誤: {str(e)}"
 
 
 class AnthropicAssistant(AIAssistant):
     """Anthropic Claude 助手"""
 
-    def __init__(self, api_key: Optional[str] = None, model: str = "claude-3-sonnet-20240229"):
+    def __init__(self, api_key: Optional[str] = None, model: str = "claude-3-5-sonnet-20241022"):
         """
         Args:
             api_key: Anthropic API 密鑰
@@ -140,7 +149,7 @@ def generate(
 def generate_with_gpt(
     prompt: str,
     api_key: Optional[str] = None,
-    model: str = "gpt-3.5-turbo",
+    model: str = "gpt-4o-mini",
     temperature: float = 0.7,
 ) -> str:
     """