feat：精简表达选择，优化replyer表现，优化缓存命中率

pytests/test_context_message_fallback.py

@@ -1,4 +1,9 @@
-from src.common.data_models.message_component_data_model import ImageComponent, MessageSequence, TextComponent
+from src.common.data_models.message_component_data_model import (
+    ImageComponent,
+    MessageSequence,
+    ReplyComponent,
+    TextComponent,
+)
 from src.llm_models.payload_content.message import RoleType
 from src.maisaka.context_messages import _build_message_from_sequence
 from src.maisaka.message_adapter import build_visible_text_from_sequence
@@ -53,3 +58,16 @@ def test_visible_text_uses_image_placeholder_for_whitespace_content() -> None:
     )
 
     assert visible_text == "看这个[图片]"
+
+
+def test_visible_text_adds_body_marker_after_reply_component() -> None:
+    visible_text = build_visible_text_from_sequence(
+        MessageSequence(
+            [
+                ReplyComponent(target_message_id="75625487"),
+                TextComponent("你说是那就是"),
+            ]
+        )
+    )
+
+    assert visible_text == "[引用]quote_id=75625487\n[发言内容]你说是那就是"

pytests/test_maisaka_monitor_protocol.py

@@ -118,11 +118,16 @@ def test_legacy_replyer_builds_message_sequence_like_multimodal() -> None:
 
     assert len(request_messages) == 4
     assert request_messages[0].role.value == "system"
+    assert request_messages[0].get_text_content() == "legacy prompt"
     assert request_messages[1].role.value == "user"
     assert request_messages[1].get_text_content() == "[Alice]你好"
     assert request_messages[2].role.value == "user"
     assert request_messages[2].get_text_content() == "[Bob]在吗"
     assert request_messages[3].role.value == "user"
+    assert "当前时间：" in request_messages[3].get_text_content()
+    assert "【回复信息参考】" in request_messages[3].get_text_content()
+    assert "【最新推理】\n测试原因" in request_messages[3].get_text_content()
+    assert "请自然地回复。" in request_messages[3].get_text_content()
 
 
 @pytest.mark.asyncio