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Refine member context profiling detail

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liuwei
2026-04-08 10:27:14 +08:00
parent fa98c9e6a5
commit 6401ec02de
7 changed files with 488 additions and 16 deletions
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plugins/member_context/prompt_builder.py
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@@ -21,8 +21,10 @@ class MemberContextPromptBuilder:
"\"wxid\":\"成员wxid\","
"\"display_name\":\"成员显示名\","
"\"topics\":[\"主题1\"],"
"\"discussion_scenarios\":[\"场景1\"],"
"\"identity_clues\":[\"身份线索1\"],"
"\"skill_signals\":[\"技能信号1\"],"
"\"problem_solving_signals\":[\"处理方式1\"],"
"\"family_signals\":[\"家庭线索1\"],"
"\"life_stage_signals\":[\"阶段线索1\"],"
"\"value_preferences\":[\"价值偏好1\"],"
@@ -30,7 +32,9 @@ class MemberContextPromptBuilder:
"\"message_pattern\":\"一句中文\","
"\"response_style_hint\":\"一句中文\","
"\"habit_signals\":[\"信号1\"],"
"\"expression_markers\":[\"表达标记1\"],"
"\"engagement_traits\":[\"特征1\"],"
"\"reply_entry_points\":[\"接话点1\"],"
"\"decision_style\":\"一句中文\","
"\"social_role\":\"一句中文，描述当天在群中的角色表现\","
"\"reply_taboos\":[\"避坑1\"],"
@@ -43,15 +47,17 @@ class MemberContextPromptBuilder:
"}\n"
"要求：\n"
"1. 只输出当天真正参与发言且能看出明确行为信号的成员；发言极少的人可以不输出。\n"
"2. 每个成员的 topics、identity_clues、skill_signals、family_signals、life_stage_signals、value_preferences、habit_signals、engagement_traits 最多4个，reply_taboos 最多3个。\n"
"2. 每个成员的 topics、discussion_scenarios、identity_clues、skill_signals、problem_solving_signals、family_signals、life_stage_signals、value_preferences、habit_signals、expression_markers、engagement_traits、reply_entry_points 最多4个，reply_taboos 最多3个。\n"
"3. representative_messages 只保留最能代表当天表达方式的短句，最多3条。\n"
"4. 必须严格使用候选成员列表中的 wxid 和显示名。\n"
"5. identity_clues、family_signals、life_stage_signals 只能写公开聊天中出现的线索，不可把弱线索写成确定事实。\n"
"6. skill_signals 重点提炼成员解决问题、提供信息、组织表达、专业能力等信号。\n"
"7. social_role 只描述当天在群里的角色表现，例如：问题提出者、信息补充者、气氛调节者、组织推进者。\n"
"8. topics 更偏向持续关注的话题方向；habit_signals 更偏向重复表达或互动习惯；engagement_traits 更偏向参与方式。\n"
"9. value_preferences 只记录公开表达出的偏好，如效率优先、成本敏感、谨慎验证、乐于助人，不要写抽象大词。\n"
"10. summary_text 应是后台观察摘要，不要写成对用户说的话。\n"
"8. topics 更偏向持续关注的话题方向；discussion_scenarios 更偏向他通常在什么情境下发言，如求助排错、补充经验、分享资源、接梗互动。\n"
"9. problem_solving_signals 要写得具体，比如先确认现象再给步骤、倾向贴链接/文档、会直接给结论和执行项，不要只写'善于解决问题'。\n"
"10. expression_markers 记录可观察的表达标记，如常用句式、口头禅、是否爱列步骤/贴截图/贴日志；reply_entry_points 记录什么样的接话方式最容易接住他。\n"
"11. value_preferences 只记录公开表达出的偏好，如效率优先、成本敏感、谨慎验证、乐于助人，不要写抽象大词。\n"
"12. summary_text 应是后台观察摘要，不要写成对用户说的话。\n"
f"群ID: {chatroom_id}\n"
f"日期: {digest_date}\n"
"候选成员:\n" + "\n".join(member_labels[:80]) + "\n"
@@ -68,13 +74,17 @@ class MemberContextPromptBuilder:
"period_key": item.get("period_key"),
"summary_text": item.get("summary_text", ""),
"topics": structured.get("topics") or structured.get("stable_topics") or structured.get("long_term_topics") or [],
"discussion_scenarios": structured.get("discussion_scenarios") or structured.get("common_scenarios") or [],
"identity_clues": structured.get("identity_clues") or structured.get("identity_traits") or [],
"skill_signals": structured.get("skill_signals") or structured.get("skill_profile") or [],
"problem_solving_signals": structured.get("problem_solving_signals") or structured.get("problem_solving_profile") or [],
"family_signals": structured.get("family_signals") or structured.get("family_profile") or [],
"life_stage_signals": structured.get("life_stage_signals") or structured.get("life_stage_profile") or [],
"value_preferences": structured.get("value_preferences") or structured.get("value_profile") or [],
"habit_signals": structured.get("habit_signals") or structured.get("habit_patterns") or [],
"expression_markers": structured.get("expression_markers") or structured.get("expression_profile") or [],
"engagement_traits": structured.get("engagement_traits") or structured.get("stable_traits") or [],
"reply_entry_points": structured.get("reply_entry_points") or structured.get("reply_entry_profile") or [],
"reply_preferences": structured.get("reply_preferences") or structured.get("long_term_reply_preferences") or [],
"social_role": structured.get("social_role") or structured.get("group_role") or "",
"decision_style": structured.get("decision_style") or structured.get("decision_profile") or "",
@@ -87,13 +97,17 @@ class MemberContextPromptBuilder:
schema = (
"{"
"\"stable_topics\":[\"主题1\"],"
"\"common_scenarios\":[\"场景1\"],"
"\"identity_traits\":[\"身份特征1\"],"
"\"skill_profile\":[\"技能画像1\"],"
"\"problem_solving_profile\":[\"处理方式1\"],"
"\"family_profile\":[\"家庭线索1\"],"
"\"life_stage_profile\":[\"阶段线索1\"],"
"\"value_profile\":[\"价值偏好1\"],"
"\"stable_traits\":[\"特征1\"],"
"\"habit_patterns\":[\"习惯1\"],"
"\"expression_profile\":[\"表达标记1\"],"
"\"reply_entry_profile\":[\"接话点1\"],"
"\"reply_preferences\":[\"偏好1\"],"
"\"group_role\":\"一句中文\","
"\"decision_profile\":\"一句中文\","
@@ -108,13 +122,17 @@ class MemberContextPromptBuilder:
schema = (
"{"
"\"long_term_topics\":[\"主题1\"],"
"\"common_scenarios\":[\"场景1\"],"
"\"identity_traits\":[\"身份特征1\"],"
"\"skill_profile\":[\"技能画像1\"],"
"\"problem_solving_profile\":[\"处理方式1\"],"
"\"family_profile\":[\"家庭线索1\"],"
"\"life_stage_profile\":[\"阶段线索1\"],"
"\"value_profile\":[\"价值偏好1\"],"
"\"stable_traits\":[\"特征1\"],"
"\"habit_patterns\":[\"习惯1\"],"
"\"expression_profile\":[\"表达标记1\"],"
"\"reply_entry_profile\":[\"接话点1\"],"
"\"long_term_reply_preferences\":[\"偏好1\"],"
"\"group_role\":\"一句中文\","
"\"decision_profile\":\"一句中文\","
@@ -136,9 +154,11 @@ class MemberContextPromptBuilder:
"2. 只有多个下级摘要反复出现的特征，才允许写进 stable_traits / habit_patterns / long_term_reply_preferences。\n"
"3. recent_state / phase_state 只描述当前阶段状态，不要冒充长期人格。\n"
"4. identity_traits、family_profile、life_stage_profile 只能保留反复出现的公开线索，不可编造事实。\n"
"5. skill_profile 要优先提炼稳定出现的能力、专业方向、擅长处理的问题类型。\n"
"6. group_role 描述其在群中的长期角色位置，decision_profile 描述其决策与判断风格。\n"
"7. value_profile 需要优先保留真正反复出现的判断偏好，如效率优先、成本敏感、风险谨慎、愿意分享。\n"
"5. common_scenarios 要总结这个人通常会在什么场景下参与，problem_solving_profile 要总结其典型处理问题方式，尽量具体到行为动作。\n"
"6. skill_profile 要优先提炼稳定出现的能力、专业方向、擅长处理的问题类型。\n"
"7. expression_profile 要保留反复出现的表达标记，如先说结论、爱列步骤、常贴原话/日志；reply_entry_profile 要总结适合接话的切入点。\n"
"8. group_role 描述其在群中的长期角色位置，decision_profile 描述其决策与判断风格。\n"
"9. value_profile 需要优先保留真正反复出现的判断偏好，如效率优先、成本敏感、风险谨慎、愿意分享。\n"
f"成员: {display_name} ({wxid})\n"
f"群ID: {chatroom_id}\n"
f"周期: {period_key}\n"
@@ -164,13 +184,17 @@ class MemberContextPromptBuilder:
"\"response_style_hint\":\"一句中文\","
"\"topics_of_interest\":[\"主题1\"],"
"\"recent_focus\":[\"近期主题1\"],"
"\"common_scenarios\":[\"场景1\"],"
"\"identity_traits\":[\"身份线索1\"],"
"\"skill_profile\":[\"技能画像1\"],"
"\"problem_solving_profile\":[\"处理方式1\"],"
"\"family_profile\":[\"家庭线索1\"],"
"\"life_stage_profile\":[\"阶段线索1\"],"
"\"value_profile\":[\"价值偏好1\"],"
"\"stable_traits\":[\"长期特征1\"],"
"\"habit_patterns\":[\"习惯1\"],"
"\"expression_profile\":[\"表达标记1\"],"
"\"reply_entry_profile\":[\"接话点1\"],"
"\"long_term_reply_preferences\":[\"偏好1\"],"
"\"group_role\":\"一句中文\","
"\"decision_profile\":\"一句中文\","
@@ -186,9 +210,10 @@ class MemberContextPromptBuilder:
"2. recent_focus、recent_state 更依赖最近周级和日级。\n"
"3. summary_text 要像后台备注，不要明显暴露在给用户做画像。\n"
"4. identity_traits、family_profile、life_stage_profile 必须写成公开线索或长期观察，不得伪造事实。\n"
"5. skill_profile 要尽量覆盖专业能力、问题解决能力、表达组织能力、资源协调能力等维度。\n"
"6. group_role 要描述其在群中的角色定位，decision_profile 要描述其决策/判断方式。\n"
"7. 如果月级与周级证据不足，宁可少写，也不要把短期状态写成长期人格。\n"
"5. common_scenarios、problem_solving_profile、expression_profile、reply_entry_profile 要尽量写具体行为，不要只写抽象人格词。\n"
"6. skill_profile 要尽量覆盖专业能力、问题解决能力、表达组织能力、资源协调能力等维度。\n"
"7. group_role 要描述其在群中的角色定位，decision_profile 要描述其决策/判断方式。\n"
"8. 如果月级与周级证据不足，宁可少写，也不要把短期状态写成长期人格。\n"
f"成员: {display_name} ({wxid})\n"
f"群ID: {chatroom_id}\n"
"月级摘要:\n" + ("\n".join(monthly_lines) or "暂无")