Merge remote-tracking branch 'origin/v3' into v3

# Conflicts:
#	app/api/endpoints/agent.py
#	app/api/endpoints/anthropic.py
#	app/api/endpoints/openai.py
#	app/chain/__init__.py
#	app/chain/message.py
#	app/chain/site.py
#	app/chain/subscribe.py
#	app/chain/transfer.py
#	app/modules/discord/__init__.py
#	app/modules/qqbot/__init__.py
#	app/modules/slack/__init__.py
#	app/modules/telegram/__init__.py
#	app/modules/wechat/__init__.py
#	app/runtime/extensions/module_manager.py
#	app/runtime/extensions/service_registry.py
#	tests/test_agent_interaction.py
#	tests/test_slash_command_interactions.py
#	tests/test_web_agent_stream.py

app/agent/llm/__init__.py

@@ -1,20 +1,56 @@
-"""Agent 内部使用的 LLM 适配层。"""
+"""Agent 内部使用的 LLM 适配层，公开对象按需解析。"""
 
-from app.agent.llm.helper import LLMHelper, LLMTestError, LLMTestTimeout
-from app.agent.llm.capability import (
-    AgentCapabilityManager,
-    AgentCapabilityProvider,
-    AudioCapabilityProvider,
-    MiMoAudioProvider,
-    OpenAIChatAudioProvider,
-    OpenAIAudioProvider,
-)
-from app.agent.llm.provider import (
-    LLMProviderAuthError,
-    LLMProviderError,
-    LLMProviderManager,
-    render_auth_result_html,
-)
+from importlib import import_module
+from typing import TYPE_CHECKING, Any
+
+if TYPE_CHECKING:
+    from app.agent.llm.capability import (
+        AgentCapabilityManager,
+        AgentCapabilityProvider,
+        AudioCapabilityProvider,
+        MiMoAudioProvider,
+        OpenAIAudioProvider,
+        OpenAIChatAudioProvider,
+    )
+    from app.agent.llm.helper import LLMHelper, LLMTestError, LLMTestTimeout
+    from app.agent.llm.provider import (
+        LLMProviderAuthError,
+        LLMProviderError,
+        LLMProviderManager,
+        render_auth_result_html,
+    )
+
+
+_EXPORT_MODULES = {
+    "LLMHelper": "app.agent.llm.helper",
+    "LLMTestError": "app.agent.llm.helper",
+    "LLMTestTimeout": "app.agent.llm.helper",
+    "AgentCapabilityManager": "app.agent.llm.capability",
+    "AgentCapabilityProvider": "app.agent.llm.capability",
+    "AudioCapabilityProvider": "app.agent.llm.capability",
+    "MiMoAudioProvider": "app.agent.llm.capability",
+    "OpenAIChatAudioProvider": "app.agent.llm.capability",
+    "OpenAIAudioProvider": "app.agent.llm.capability",
+    "LLMProviderAuthError": "app.agent.llm.provider",
+    "LLMProviderError": "app.agent.llm.provider",
+    "LLMProviderManager": "app.agent.llm.provider",
+    "render_auth_result_html": "app.agent.llm.provider",
+}
+
+
+def __getattr__(name: str) -> Any:
+    """首次访问公开对象时只加载其所属适配模块。"""
+    module_name = _EXPORT_MODULES.get(name)
+    if module_name is None:
+        raise AttributeError(f"module 'app.agent.llm' has no attribute {name!r}")
+    value = getattr(import_module(module_name), name)
+    globals()[name] = value
+    return value
+
+
+def __dir__() -> list[str]:
+    """让延迟公开对象继续支持交互式发现。"""
+    return sorted(set(globals()) | set(_EXPORT_MODULES))
 
 __all__ = [
     "LLMHelper",