feat:

1. 建立问题库大纲，对应每个人生阶段槽位
2. 鼓励使用更生活化的交流语言共情与总结
3. 降低评审模型可能发生截断的概率
4. 成稿质量维度强化情感表达和上下文连贯性

api/tests/test_interview_prompts.py

@@ -6,13 +6,19 @@ from app.agents.chat.interview_state_hints import (
     apply_duplicate_question_guard,
     extract_scene_cues,
 )
-from app.agents.state_schema import KnownFact, MemoirStateSchema, PersonaThread, default_slots
+from app.agents.state_schema import (
+    KnownFact,
+    MemoirStateSchema,
+    PersonaThread,
+    default_slots,
+)
 from app.agents.chat.helpers import format_history_string
 from app.agents.chat.personas import normalize_interview_persona
 from app.agents.chat.prompts_conversation import (
     get_guided_conversation_prompt,
     get_opening_prompt,
 )
+from app.agents.chat.slot_question_bank import SLOT_QUESTION_OUTLINES
 
 
 def test_guided_prompt_does_not_embed_raw_user_message_in_system_text():
@@ -37,6 +43,96 @@ def test_guided_prompt_does_not_embed_raw_user_message_in_system_text():
     assert "__USER_SECRET_PROFILE__" in p2
 
 
+def test_guided_prompt_injects_slot_question_outline_for_empty_slots():
+    p = get_guided_conversation_prompt(
+        current_stage="childhood",
+        empty_slots=["place", "people"],
+        filled_slots={"emotion": "挺开心的"},
+        detected_user_stage="childhood",
+        user_profile_context="",
+        persona="default",
+    )
+    assert "本阶段问题大纲" in p
+    assert "叙述槽" in p or "采集目标" in p
+    assert "成长的地方" in p
+    assert "重要的人" in p
+
+
+def test_guided_prompt_emotion_priority_over_outline():
+    p = get_guided_conversation_prompt(
+        current_stage="education",
+        empty_slots=["school"],
+        filled_slots={},
+        detected_user_stage="education",
+        user_profile_context="",
+        persona="default",
+    )
+    assert "情绪" in p and "大纲" in p
+
+
+def test_guided_prompt_includes_memoir_quality_rubric_hints():
+    p = get_guided_conversation_prompt(
+        current_stage="career",
+        empty_slots=["growth"],
+        filled_slots={"job": "做过工程师"},
+        detected_user_stage="career",
+        user_profile_context="",
+        persona="default",
+    )
+    assert "成稿质量导向" in p
+    assert "真实性与覆盖" in p
+    assert "出版就绪度" in p
+
+
+def test_guided_prompt_follow_immersion_whitespace_style_examples():
+    p = get_guided_conversation_prompt(
+        current_stage="belief",
+        empty_slots=["value"],
+        filled_slots={},
+        detected_user_stage="belief",
+        user_profile_context="",
+        persona="default",
+    )
+    assert "跟随" in p and "沉浸" in p
+    assert "留白" in p
+    assert "风格参考" in p
+    assert "这让我想起" in p
+
+
+def test_guided_prompt_narrative_weave_and_transition():
+    p = get_guided_conversation_prompt(
+        current_stage="childhood",
+        empty_slots=["place"],
+        filled_slots={},
+        detected_user_stage="childhood",
+        user_profile_context="",
+        persona="default",
+    )
+    assert "编织" in p or "内在线" in p
+    assert "通感" in p or "比喻" in p
+    assert "下面我们聊聊" in p
+
+
+def test_guided_prompt_host_tone_and_context_forward():
+    p = get_guided_conversation_prompt(
+        current_stage="career",
+        empty_slots=["job"],
+        filled_slots={},
+        detected_user_stage="career",
+        user_profile_context="",
+        persona="default",
+    )
+    assert "主持" in p or "播报" in p
+    assert "上下文" in p or "既定事实" in p
+    assert "行为" in p and "影响" in p
+
+
+def test_education_and_family_change_outlines_differ():
+    edu = SLOT_QUESTION_OUTLINES[("education", "change")]
+    fam = SLOT_QUESTION_OUTLINES[("family", "change")]
+    assert edu[0] != fam[0]
+
+
 def test_guided_prompt_mentions_empathy_and_scene_strategy():
     p = get_guided_conversation_prompt(
         current_stage="childhood",
@@ -146,7 +242,9 @@ def test_guided_prompt_includes_known_facts_persona_threads_and_recent_questions
         user_profile_context="",
         persona="default",
         known_facts=[
-            KnownFact(label="本轮新信息", value="我后来去了瑞士读书", stage="education"),
+            KnownFact(
+                label="本轮新信息", value="我后来去了瑞士读书", stage="education"
+            ),
         ],
         persona_threads=[
             PersonaThread(trait="执着坚持", evidence="为了训练咬牙坚持了很多年"),
@@ -211,6 +309,7 @@ def test_extract_scene_cues_empty_for_abstract_text():
 
 def test_default_persona_now_has_tone_hint():
     from app.agents.chat.personas import get_interview_persona_tone_hint
+
     hint = get_interview_persona_tone_hint("default")
     assert hint
     assert "画面" in hint or "细节" in hint