diff --git a/AGENTS.md b/AGENTS.md
index 68d6115..a7f20d9 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -126,7 +126,7 @@ System: [...] Feishu[xiaobian] group oc_xxx | 发送者 (ou_xxx) [msg:om_xxx]
 | 目录 | 用途 | 说明 |
 |------|------|------|
 | `memory/` | 短期记忆 | 按天记录工作日志，格式 `YYYY-MM-DD.md` |
-| `business_knowledge/` | 业务知识库 | **所有业务知识统一存放于此**，包括业务术语、数据表说明、SQL 模板、数据抽取脚本等 |
+| `knowledge/` | 业务知识库 | **所有业务知识统一存放于此**，包括业务术语、数据表说明、SQL 模板、数据抽取脚本等 |
 | `scripts/` | 脚本文件 | 所有 `.py`、`.sh`、`.sql` 等脚本文件必须放在此目录 |
 | `output/` | 输出文件 | 所有生成的报表（`.xlsx`、`.csv`）、日志（`.log`）、导出文件等必须放在此目录 |
 | `skills/` | 技能定义 | 个人技能目录 |
diff --git a/makee_vala/business_knowledge/README.md b/backup/makee_vala/business_knowledge/README.md
similarity index 100%
rename from makee_vala/business_knowledge/README.md
rename to backup/makee_vala/business_knowledge/README.md
diff --git a/makee_vala/business_knowledge/business_terms.md b/backup/makee_vala/business_knowledge/business_terms.md
similarity index 100%
rename from makee_vala/business_knowledge/business_terms.md
rename to backup/makee_vala/business_knowledge/business_terms.md
diff --git a/makee_vala/business_knowledge/data_tables.md b/backup/makee_vala/business_knowledge/data_tables.md
similarity index 100%
rename from makee_vala/business_knowledge/data_tables.md
rename to backup/makee_vala/business_knowledge/data_tables.md
diff --git a/makee_vala/business_knowledge/docs/学习分析报告V2版本规范.md b/backup/makee_vala/business_knowledge/docs/学习分析报告V2版本规范.md
similarity index 100%
rename from makee_vala/business_knowledge/docs/学习分析报告V2版本规范.md
rename to backup/makee_vala/business_knowledge/docs/学习分析报告V2版本规范.md
diff --git a/makee_vala/business_knowledge/feishu_format_rules.md b/backup/makee_vala/business_knowledge/feishu_format_rules.md
similarity index 100%
rename from makee_vala/business_knowledge/feishu_format_rules.md
rename to backup/makee_vala/business_knowledge/feishu_format_rules.md
diff --git a/makee_vala/business_knowledge/fetch_wiki_docs.py b/backup/makee_vala/business_knowledge/fetch_wiki_docs.py
similarity index 100%
rename from makee_vala/business_knowledge/fetch_wiki_docs.py
rename to backup/makee_vala/business_knowledge/fetch_wiki_docs.py
diff --git a/makee_vala/business_knowledge/git_scripts/CLAUDE.md b/backup/makee_vala/business_knowledge/git_scripts/CLAUDE.md
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/CLAUDE.md
rename to backup/makee_vala/business_knowledge/git_scripts/CLAUDE.md
diff --git a/makee_vala/business_knowledge/git_scripts/batch_add_shengtong_result.py b/backup/makee_vala/business_knowledge/git_scripts/batch_add_shengtong_result.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/batch_add_shengtong_result.py
rename to backup/makee_vala/business_knowledge/git_scripts/batch_add_shengtong_result.py
diff --git a/makee_vala/business_knowledge/git_scripts/batch_add_xunfei_result.py b/backup/makee_vala/business_knowledge/git_scripts/batch_add_xunfei_result.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/batch_add_xunfei_result.py
rename to backup/makee_vala/business_knowledge/git_scripts/batch_add_xunfei_result.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_component_record.py b/backup/makee_vala/business_knowledge/git_scripts/export_component_record.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_component_record.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_component_record.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_lesson_review.py b/backup/makee_vala/business_knowledge/git_scripts/export_lesson_review.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_lesson_review.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_lesson_review.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_mid_config.py b/backup/makee_vala/business_knowledge/git_scripts/export_mid_config.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_mid_config.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_mid_config.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_realtime_asr.py b/backup/makee_vala/business_knowledge/git_scripts/export_realtime_asr.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_realtime_asr.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_realtime_asr.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_resource_name.py b/backup/makee_vala/business_knowledge/git_scripts/export_resource_name.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_resource_name.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_resource_name.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_unit_challenge_data.py b/backup/makee_vala/business_knowledge/git_scripts/export_unit_challenge_data.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_unit_challenge_data.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_unit_challenge_data.py
diff --git a/makee_vala/business_knowledge/git_scripts/export_user_id_data.py b/backup/makee_vala/business_knowledge/git_scripts/export_user_id_data.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/export_user_id_data.py
rename to backup/makee_vala/business_knowledge/git_scripts/export_user_id_data.py
diff --git a/makee_vala/business_knowledge/git_scripts/extract_core_speaking_data.py b/backup/makee_vala/business_knowledge/git_scripts/extract_core_speaking_data.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/extract_core_speaking_data.py
rename to backup/makee_vala/business_knowledge/git_scripts/extract_core_speaking_data.py
diff --git a/makee_vala/business_knowledge/git_scripts/extract_user_audio.py b/backup/makee_vala/business_knowledge/git_scripts/extract_user_audio.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/extract_user_audio.py
rename to backup/makee_vala/business_knowledge/git_scripts/extract_user_audio.py
diff --git a/makee_vala/business_knowledge/git_scripts/sample_unit_challenge_data_from_es.py b/backup/makee_vala/business_knowledge/git_scripts/sample_unit_challenge_data_from_es.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/sample_unit_challenge_data_from_es.py
rename to backup/makee_vala/business_knowledge/git_scripts/sample_unit_challenge_data_from_es.py
diff --git a/makee_vala/business_knowledge/git_scripts/sample_user_data_from_es.py b/backup/makee_vala/business_knowledge/git_scripts/sample_user_data_from_es.py
similarity index 100%
rename from makee_vala/business_knowledge/git_scripts/sample_user_data_from_es.py
rename to backup/makee_vala/business_knowledge/git_scripts/sample_user_data_from_es.py
diff --git a/makee_vala/business_knowledge/knowledge_summary.md b/backup/makee_vala/business_knowledge/knowledge_summary.md
similarity index 100%
rename from makee_vala/business_knowledge/knowledge_summary.md
rename to backup/makee_vala/business_knowledge/knowledge_summary.md
diff --git a/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_18999_导出时间_20260305.xlsx b/backup/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_18999_导出时间_20260305.xlsx
similarity index 100%
rename from makee_vala/business_knowledge/output/2026/账户id_5980_角色id_18999_导出时间_20260305.xlsx
rename to backup/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_18999_导出时间_20260305.xlsx
diff --git a/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_21779_导出时间_20260305.xlsx b/backup/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_21779_导出时间_20260305.xlsx
similarity index 100%
rename from makee_vala/business_knowledge/output/2026/账户id_5980_角色id_21779_导出时间_20260305.xlsx
rename to backup/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_21779_导出时间_20260305.xlsx
diff --git a/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_8456_导出时间_20260305.xlsx b/backup/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_8456_导出时间_20260305.xlsx
similarity index 100%
rename from makee_vala/business_knowledge/output/2026/账户id_5980_角色id_8456_导出时间_20260305.xlsx
rename to backup/makee_vala/business_knowledge/output/2026/账户id_5980_角色id_8456_导出时间_20260305.xlsx
diff --git a/makee_vala/business_knowledge/scripts/fill_template.py b/backup/makee_vala/business_knowledge/scripts/fill_template.py
similarity index 100%
rename from makee_vala/business_knowledge/scripts/fill_template.py
rename to backup/makee_vala/business_knowledge/scripts/fill_template.py
diff --git a/makee_vala/business_knowledge/scripts/generate_learning_report.py b/backup/makee_vala/business_knowledge/scripts/generate_learning_report.py
similarity index 100%
rename from makee_vala/business_knowledge/scripts/generate_learning_report.py
rename to backup/makee_vala/business_knowledge/scripts/generate_learning_report.py
diff --git a/makee_vala/business_knowledge/scripts/generate_visual_report.py b/backup/makee_vala/business_knowledge/scripts/generate_visual_report.py
similarity index 100%
rename from makee_vala/business_knowledge/scripts/generate_visual_report.py
rename to backup/makee_vala/business_knowledge/scripts/generate_visual_report.py
diff --git a/makee_vala/business_knowledge/sql_queries/README.md b/backup/makee_vala/business_knowledge/sql_queries/README.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/README.md
rename to backup/makee_vala/business_knowledge/sql_queries/README.md
diff --git a/makee_vala/business_knowledge/sql_queries/全字段大表.md b/backup/makee_vala/business_knowledge/sql_queries/全字段大表.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/全字段大表.md
rename to backup/makee_vala/business_knowledge/sql_queries/全字段大表.md
diff --git a/makee_vala/business_knowledge/sql_queries/平均通关时长.md b/backup/makee_vala/business_knowledge/sql_queries/平均通关时长.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/平均通关时长.md
rename to backup/makee_vala/business_knowledge/sql_queries/平均通关时长.md
diff --git a/makee_vala/business_knowledge/sql_queries/新增注册用户数by渠道.md b/backup/makee_vala/business_knowledge/sql_queries/新增注册用户数by渠道.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/新增注册用户数by渠道.md
rename to backup/makee_vala/business_knowledge/sql_queries/新增注册用户数by渠道.md
diff --git a/makee_vala/business_knowledge/sql_queries/班主任关注数据.md b/backup/makee_vala/business_knowledge/sql_queries/班主任关注数据.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/班主任关注数据.md
rename to backup/makee_vala/business_knowledge/sql_queries/班主任关注数据.md
diff --git a/makee_vala/business_knowledge/sql_queries/端内GMV.md b/backup/makee_vala/business_knowledge/sql_queries/端内GMV.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/端内GMV.md
rename to backup/makee_vala/business_knowledge/sql_queries/端内GMV.md
diff --git a/makee_vala/business_knowledge/sql_queries/端内用户课程进入完成率.md b/backup/makee_vala/business_knowledge/sql_queries/端内用户课程进入完成率.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/端内用户课程进入完成率.md
rename to backup/makee_vala/business_knowledge/sql_queries/端内用户课程进入完成率.md
diff --git a/makee_vala/business_knowledge/sql_queries/端内购课用户学习行为.md b/backup/makee_vala/business_knowledge/sql_queries/端内购课用户学习行为.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/端内购课用户学习行为.md
rename to backup/makee_vala/business_knowledge/sql_queries/端内购课用户学习行为.md
diff --git a/makee_vala/business_knowledge/sql_queries/课程ID映射.md b/backup/makee_vala/business_knowledge/sql_queries/课程ID映射.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/课程ID映射.md
rename to backup/makee_vala/business_knowledge/sql_queries/课程ID映射.md
diff --git a/makee_vala/business_knowledge/sql_queries/课程进入完成率.md b/backup/makee_vala/business_knowledge/sql_queries/课程进入完成率.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/课程进入完成率.md
rename to backup/makee_vala/business_knowledge/sql_queries/课程进入完成率.md
diff --git a/makee_vala/business_knowledge/sql_queries/账号角色年龄地址.md b/backup/makee_vala/business_knowledge/sql_queries/账号角色年龄地址.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/账号角色年龄地址.md
rename to backup/makee_vala/business_knowledge/sql_queries/账号角色年龄地址.md
diff --git a/makee_vala/business_knowledge/sql_queries/转化率.md b/backup/makee_vala/business_knowledge/sql_queries/转化率.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/转化率.md
rename to backup/makee_vala/business_knowledge/sql_queries/转化率.md
diff --git a/makee_vala/business_knowledge/sql_queries/退费率.md b/backup/makee_vala/business_knowledge/sql_queries/退费率.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/退费率.md
rename to backup/makee_vala/business_knowledge/sql_queries/退费率.md
diff --git a/makee_vala/business_knowledge/sql_queries/销转学习进度.md b/backup/makee_vala/business_knowledge/sql_queries/销转学习进度.md
similarity index 100%
rename from makee_vala/business_knowledge/sql_queries/销转学习进度.md
rename to backup/makee_vala/business_knowledge/sql_queries/销转学习进度.md
diff --git a/makee_vala/business_knowledge/user_export_skill.md b/backup/makee_vala/business_knowledge/user_export_skill.md
similarity index 100%
rename from makee_vala/business_knowledge/user_export_skill.md
rename to backup/makee_vala/business_knowledge/user_export_skill.md
diff --git a/makee_vala/check_file_structure.py b/backup/makee_vala/check_file_structure.py
similarity index 100%
rename from makee_vala/check_file_structure.py
rename to backup/makee_vala/check_file_structure.py
diff --git a/makee_vala/check_new_lib.py b/backup/makee_vala/check_new_lib.py
similarity index 100%
rename from makee_vala/check_new_lib.py
rename to backup/makee_vala/check_new_lib.py
diff --git a/makee_vala/check_new_word_lib.py b/backup/makee_vala/check_new_word_lib.py
similarity index 100%
rename from makee_vala/check_new_word_lib.py
rename to backup/makee_vala/check_new_word_lib.py
diff --git a/makee_vala/check_sheets.py b/backup/makee_vala/check_sheets.py
similarity index 100%
rename from makee_vala/check_sheets.py
rename to backup/makee_vala/check_sheets.py
diff --git a/makee_vala/check_unit_info.py b/backup/makee_vala/check_unit_info.py
similarity index 100%
rename from makee_vala/check_unit_info.py
rename to backup/makee_vala/check_unit_info.py
diff --git a/makee_vala/check_word_match.py b/backup/makee_vala/check_word_match.py
similarity index 100%
rename from makee_vala/check_word_match.py
rename to backup/makee_vala/check_word_match.py
diff --git a/makee_vala/confirm_category_rule.py b/backup/makee_vala/confirm_category_rule.py
similarity index 100%
rename from makee_vala/confirm_category_rule.py
rename to backup/makee_vala/confirm_category_rule.py
diff --git a/makee_vala/export_learning_data.py b/backup/makee_vala/export_learning_data.py
similarity index 100%
rename from makee_vala/export_learning_data.py
rename to backup/makee_vala/export_learning_data.py
diff --git a/makee_vala/export_user_id_data.py b/backup/makee_vala/export_user_id_data.py
similarity index 100%
rename from makee_vala/export_user_id_data.py
rename to backup/makee_vala/export_user_id_data.py
diff --git a/makee_vala/final_reclassify.py b/backup/makee_vala/final_reclassify.py
similarity index 100%
rename from makee_vala/final_reclassify.py
rename to backup/makee_vala/final_reclassify.py
diff --git a/makee_vala/generate_teaching_scheme.py b/backup/makee_vala/generate_teaching_scheme.py
similarity index 100%
rename from makee_vala/generate_teaching_scheme.py
rename to backup/makee_vala/generate_teaching_scheme.py
diff --git a/makee_vala/match_columns.py b/backup/makee_vala/match_columns.py
similarity index 100%
rename from makee_vala/match_columns.py
rename to backup/makee_vala/match_columns.py
diff --git a/makee_vala/match_lower_final.py b/backup/makee_vala/match_lower_final.py
similarity index 100%
rename from makee_vala/match_lower_final.py
rename to backup/makee_vala/match_lower_final.py
diff --git a/makee_vala/match_lv1_lower.py b/backup/makee_vala/match_lv1_lower.py
similarity index 100%
rename from makee_vala/match_lv1_lower.py
rename to backup/makee_vala/match_lv1_lower.py
diff --git a/makee_vala/match_remaining.py b/backup/makee_vala/match_remaining.py
similarity index 100%
rename from makee_vala/match_remaining.py
rename to backup/makee_vala/match_remaining.py
diff --git a/makee_vala/new_reclassify.py b/backup/makee_vala/new_reclassify.py
similarity index 100%
rename from makee_vala/new_reclassify.py
rename to backup/makee_vala/new_reclassify.py
diff --git a/makee_vala/process_word_list.py b/backup/makee_vala/process_word_list.py
similarity index 100%
rename from makee_vala/process_word_list.py
rename to backup/makee_vala/process_word_list.py
diff --git a/makee_vala/reclassify_simple.py b/backup/makee_vala/reclassify_simple.py
similarity index 100%
rename from makee_vala/reclassify_simple.py
rename to backup/makee_vala/reclassify_simple.py
diff --git a/makee_vala/reclassify_word.py b/backup/makee_vala/reclassify_word.py
similarity index 100%
rename from makee_vala/reclassify_word.py
rename to backup/makee_vala/reclassify_word.py
diff --git a/makee_vala/send_feishu_file.py b/backup/makee_vala/send_feishu_file.py
similarity index 100%
rename from makee_vala/send_feishu_file.py
rename to backup/makee_vala/send_feishu_file.py
diff --git a/makee_vala/test_account.py b/backup/makee_vala/test_account.py
similarity index 100%
rename from makee_vala/test_account.py
rename to backup/makee_vala/test_account.py
diff --git a/makee_vala/test_db_connections.py b/backup/makee_vala/test_db_connections.py
similarity index 100%
rename from makee_vala/test_db_connections.py
rename to backup/makee_vala/test_db_connections.py
diff --git a/makee_vala/test_mysql_pg.py b/backup/makee_vala/test_mysql_pg.py
similarity index 100%
rename from makee_vala/test_mysql_pg.py
rename to backup/makee_vala/test_mysql_pg.py
diff --git a/logs/backup.log b/logs/backup.log
index f4f1013..56ec5f8 100644
--- a/logs/backup.log
+++ b/logs/backup.log
@@ -432,3 +432,11 @@ To https://git.valavala.com/ai_member_only/ai_member_xiaoban
    5ace2cc..48953c0  master -> master
 [2026-05-26 08:10:02] 工作区备份成功：自动备份 2026-05-26 08:10:01
 [2026-05-27 08:10:01] 开始备份工作区...
+[master 2234f3e] 自动备份 2026-05-27 08:10:01
+ 2 files changed, 1 insertion(+), 3 deletions(-)
+ delete mode 100644 tmp_daily_summary.md
+remote: . Processing 1 references        
+remote: Processed 1 references in total        
+To https://git.valavala.com/ai_member_only/ai_member_xiaoban
+   48953c0..2234f3e  master -> master
+[2026-05-27 08:10:02] 工作区备份成功：自动备份 2026-05-27 08:10:01
diff --git a/memory/.dreams/events.jsonl b/memory/.dreams/events.jsonl
index c883303..49d79bd 100644
--- a/memory/.dreams/events.jsonl
+++ b/memory/.dreams/events.jsonl
@@ -1,3 +1,5 @@
 {"type":"memory.recall.recorded","timestamp":"2026-05-24T02:48:04.923Z","query":"PostgreSQL online database password PG_DB_PASSWORD","resultCount":4,"results":[{"path":"memory/2026-05-24.md","startLine":1,"endLine":30,"score":1},{"path":"memory/2026-05-24.md","startLine":23,"endLine":52,"score":1},{"path":"memory/2026-03-01.md","startLine":1,"endLine":11,"score":1},{"path":"memory/2026-05-24.md","startLine":46,"endLine":61,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-05-25T05:47:41.388Z","query":"账号信息查询 account_id 14157 数据库","resultCount":4,"results":[{"path":"memory/2026-05-24.md","startLine":46,"endLine":71,"score":1},{"path":"memory/2026-05-24.md","startLine":85,"endLine":110,"score":1},{"path":"memory/2026-05-24.md","startLine":23,"endLine":52,"score":1},{"path":"memory/2026-05-24.md","startLine":1,"endLine":30,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-05-26T06:16:58.547Z","query":"账号 account 查询 query 数据库 23765","resultCount":4,"results":[{"path":"memory/2026-05-25.md","startLine":1,"endLine":26,"score":1},{"path":"memory/2026-05-24.md","startLine":46,"endLine":71,"score":1},{"path":"memory/2026-05-24.md","startLine":85,"endLine":110,"score":1},{"path":"memory/2026-05-24.md","startLine":23,"endLine":52,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-05-27T11:20:45.799Z","query":"昆鹏 新skill 发布 技能","resultCount":1,"results":[{"path":"memory/2026-05-25.md","startLine":1,"endLine":26,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-05-27T13:30:03.421Z","query":"vala_knowledgebase 瓦拉星球 游戏剧情 世界观 角色","resultCount":3,"results":[{"path":"memory/2026-05-24.md","startLine":106,"endLine":126,"score":1},{"path":"memory/2026-05-24.md","startLine":85,"endLine":110,"score":1},{"path":"memory/2026-05-24.md","startLine":1,"endLine":30,"score":1}]}
diff --git a/memory/.dreams/short-term-recall.json b/memory/.dreams/short-term-recall.json
index 17306e2..3828035 100644
--- a/memory/.dreams/short-term-recall.json
+++ b/memory/.dreams/short-term-recall.json
@@ -1,6 +1,6 @@
 {
   "version": 1,
-  "updatedAt": "2026-05-26T06:16:58.547Z",
+  "updatedAt": "2026-05-27T13:30:03.421Z",
   "entries": {
     "memory:memory/2026-05-24.md:1:30": {
       "key": "memory:memory/2026-05-24.md:1:30",
@@ -9,20 +9,22 @@
       "endLine": 30,
       "source": "memory",
       "snippet": "# 2026-05-24 工作日志 ## 新建技能: studytime-analysis [刘庆逊提出] 创建学习时间分析技能，分析角色完课记录的规律。 ### 技能结构 - `skills/studytime-analysis/SKILL.md` — 技能定义 - `skills/studytime-analysis/scripts/studytime_analysis.py` — Python 分析脚本 ### 分析维度 1. **一周时间分布**（排除寒暑假1-2月、7-8月）：周一~周日各天完课数、时段分布（上午/中午/下午/晚上）、周末是否上课 2. **跨周学习趋势**（包含寒暑假全部数据）：总周数、周均完课数、连续性、中断周检测、前后半段趋势对比、突增/骤降检测 3. **完课记录明细表**（全部数据）：日期/时间/星期/时段/级别/课程ID ### 数据源 - PostgreSQL Online（vala 库） - 核心表：`user_chapter_play_record_0~7`（8张分表，无 `bi_` 前缀） - 筛选：`play_status = 1` - 注意：表在 PostgreSQL 而非 MySQL，表名无 `bi_` 前缀 ### 寒暑假规则 - 一周分布分析时排除 1-2 月（寒假）和 7-8 月（暑假）—— 因为寒暑假作息与平时差异大，混在一起会干扰时段分析 - 跨周趋势和明细表包含全部数据（含寒暑假） - 报告中区分标注数据范围 ### 触发方式 用户说「学习时间分析 [角色ID]」即可触发 ### 已测试角色",
-      "recallCount": 2,
+      "recallCount": 3,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 2,
+      "totalScore": 3,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-24T02:48:04.923Z",
-      "lastRecalledAt": "2026-05-25T05:47:41.388Z",
+      "lastRecalledAt": "2026-05-27T13:30:03.421Z",
       "queryHashes": [
         "c2d15f7574fb",
-        "9aff8ec9594a"
+        "9aff8ec9594a",
+        "71463fe40be2"
       ],
       "recallDays": [
         "2026-05-24",
-        "2026-05-25"
+        "2026-05-25",
+        "2026-05-27"
       ],
       "conceptTags": [
         "studytime-analysis",
@@ -172,20 +174,22 @@
       "endLine": 110,
       "source": "memory",
       "snippet": "- `skills/studytime-analysis/scripts/studytime_analysis.py` — 重写 `fetch_chapter_info_map()`，新增全局 unit_index 计算；HTML 模板更新为 Level/Unit/Lesson 三列 - 已为角色 32009（zyl）重新生成 HTML 并发送 - 已同步 Git + SkillHub ## 新建技能: studycourse-analysis (2026-05-24) [刘庆逊提出] 创建角色上课情况分析技能，从四维度分析角色学习数据。 ### 技能结构 - `skills/studycourse-analysis/SKILL.md` — 技能定义 - `skills/studycourse-analysis/scripts/studycourse_analysis.py` — Python 分析脚本 ### 四步分析 1. **基础信息**：角色姓名/年龄/账号ID/手机号后4位/注册时间/购买渠道/设备/首末次完课 2. **完课耗时**：平均值/中位数、异常检测(<10min / >20min)、前后半段趋势 3. **中互动正确率**：Perfect/Good/Oops/Pass/Failed 占比和趋势 4. **知识巩固**：完成率、正确率得分分布 ### 数据源 | 类型 | 库 | 表 | 用途 | |------|-----|-----|------| | MySQL vala_user | vala_app_character | 角色信息、pu",
-      "recallCount": 2,
+      "recallCount": 3,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 2,
+      "totalScore": 3,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-25T05:47:41.388Z",
-      "lastRecalledAt": "2026-05-26T06:16:58.547Z",
+      "lastRecalledAt": "2026-05-27T13:30:03.421Z",
       "queryHashes": [
         "9aff8ec9594a",
-        "566b5958861e"
+        "566b5958861e",
+        "71463fe40be2"
       ],
       "recallDays": [
         "2026-05-25",
-        "2026-05-26"
+        "2026-05-26",
+        "2026-05-27"
       ],
       "conceptTags": [
         "fetch-chapter-info-map",
@@ -205,18 +209,20 @@
       "endLine": 26,
       "source": "memory",
       "snippet": "# 2026-05-25 工作日志 ## user-info 技能重写 [刘庆逊提出] 修复 `user-info` 技能，使其匹配线上实际数据库结构。 ### 问题 旧脚本引用的表（`bi_vala_app_account`、`account_login`、`account_detail_info`、`bi_vala_order`、`bi_level_unit_lesson`）在线上数据库均不存在。 ### 修复内容 - **scripts/query_user_info.py** 完整重写： - 表名改为实际线上表：`vala_user.vala_app_account`、`vala_user.vala_app_character`、`vala_order.vala_seasonal_ticket`、PG `user_chapter_play_record_0~7` - 手机号查询通过 `tel LIKE '前缀%后缀'` 脱敏匹配 - Chapter → Level/Unit/Lesson 映射复用 studytime-analysis 的 `fetch_chapter_info_map()` 逻辑 - 订单数据改用 `vala_seasonal_ticket`（赛季通票），因线上无标准订单表 - 设备/地域信息标注为暂不可用（线上无对应表） - PG 时区处理：`created_at` 为 tz-aware，统一转 naive 比较 - **SKILL.md** 更新至 v2.0.0，补充数据覆盖说明 - **references/dat",
-      "recallCount": 1,
+      "recallCount": 2,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 1,
+      "totalScore": 2,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-26T06:16:58.547Z",
-      "lastRecalledAt": "2026-05-26T06:16:58.547Z",
+      "lastRecalledAt": "2026-05-27T11:20:45.799Z",
       "queryHashes": [
-        "566b5958861e"
+        "566b5958861e",
+        "ef1f12a9b060"
       ],
       "recallDays": [
-        "2026-05-26"
+        "2026-05-26",
+        "2026-05-27"
       ],
       "conceptTags": [
         "user-info",
@@ -228,6 +234,37 @@
         "scripts/query-user-info.py",
         "vala-user.vala-app-account"
       ]
+    },
+    "memory:memory/2026-05-24.md:106:126": {
+      "key": "memory:memory/2026-05-24.md:106:126",
+      "path": "memory/2026-05-24.md",
+      "startLine": 106,
+      "endLine": 126,
+      "source": "memory",
+      "snippet": "| MySQL vala_user | vala_app_character | 角色信息、purchase_season_package | | MySQL vala_user | vala_app_account | 下载渠道、手机号、注册时间 | | MySQL vala | vala_game_chapter + season_package | 章节映射 | | PostgreSQL vala | user_course_detail | 课程激活/到期时间 | | PostgreSQL vala | user_login_app_info | 设备信息 | | PostgreSQL vala | user_chapter_play_record_0~7 | 完课记录(play_status=1) | | PostgreSQL vala | user_component_play_record_0~7 | 中互动记录(play_result) | | PostgreSQL vala | user_chapter_settlement_data_0~7 | 巩固数据(settlement_data JSON) | ### 关键发现 - **设备信息**来自 `user_login_app_info`（device_name/model/type/os_info/city） - **购买渠道**来自 `vala_app_account.download_channel` + `key_from` - **巩固判断**：`settlement_data.practiceS",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-27T13:30:03.421Z",
+      "lastRecalledAt": "2026-05-27T13:30:03.421Z",
+      "queryHashes": [
+        "71463fe40be2"
+      ],
+      "recallDays": [
+        "2026-05-27"
+      ],
+      "conceptTags": [
+        "vala-user",
+        "vala-app-character",
+        "purchase-season-package",
+        "vala-app-account",
+        "vala-game-chapter",
+        "season-package",
+        "user-course-detail",
+        "课程激活/到期时间"
+      ]
     }
   }
 }
diff --git a/memory/2026-05-27.md b/memory/2026-05-27.md
new file mode 100644
index 0000000..0f3076f
--- /dev/null
+++ b/memory/2026-05-27.md
@@ -0,0 +1,32 @@
+# 2026-05-27 工作日志
+
+## 小红书渠道财务预测模型（陈逸鸫）
+
+- [陈逸鸫] 需要搭建小红书渠道 2026年6-12月的财务预测模型
+- 关键参数：客单价 ¥2,500、退费率 3%、销售佣金 10%、月进量基准 1750 条、转化率基准 10%、CPL 275 元、无固定成本
+- K12 季节性系数自行设定（7月/8月/12月为大月）
+- 用 sonnet 模型搭框架，后续用 opus 或 deepseek 做深度分析
+- **结论**：当前参数下单元经济亏损（CAC ¥2,750 > 单客净收入 ¥2,182.5），盈亏平衡需 CVR≥12.6% 或 ASP≥¥3,150 或 CPL≤¥218
+- **待确认**：用户需提供可调整的参数方向
+
+## 瓦拉星球漫画化方案（陈逸鸫）
+
+- [陈逸鸫] 希望将瓦拉星球游戏剧情做成日漫风连载漫画，发布到小红书，用于拓展品牌人群资产，引导英语课程试听
+- 已探索飞书 VALA Academy wiki space（space_id: `7487521512283799556`），获取了完整游戏世界观：
+  - 四大势力：地球地下城、艾斯环空间站、万得港海盗巢、Vala 新大陆
+  - 核心角色：Fio（15 岁女海盗王）、Nook 鳄鱼（思维芯片联合发明人，被背叛）、Lauren（主角母亲，失踪/牺牲）、Pemberton（反派/校长）、主角（开拓者后代）
+- 经过多次迭代优化开场方案：
+  - ❌ 第1版：芯片悬念开场（信息过载，陌生信息太多）
+  - ❌ 第2版：《妈妈失踪的那天》慢铺垫（信息太慢，冲突不够）
+  - ✅ 第3版：Nook 背叛发布会、Fio 通缉令、Pemberton 杀母档案 三个冷开场
+  - ✅ **最终版**：《万得港》6格——妈妈失踪十年 → 收到 F 的加密邮件线索 → 冲向万得港 → 新消息揭示"她不是偶然在那里的"
+- 已规划 12 话三幕结构（HOOK → BUILD → CONVERT），转化节点设计为：主角收到妈妈英文语音 → Nook 教英语 → 扫码听课解锁第 4 个词
+- 已生成第 1 话封面图（日漫画风，2K 分辨率，3:4 竖版）
+- **待定**：下一步是生成内容页 / 角色定妆照 / 小红书发布文案
+
+## 工具/技能发现
+
+- 确认昆鹏发布的 `multi-model-assistant` 和 `gpt-image-2-generator` 两个技能可用
+- `multi-model-assistant` 支持调用多个模型（sonnet/opus/deepseek/gpt5.4 等），位于 `/root/.openclaw/skills/multi-model-assistant/`
+- `gpt-image-2-generator` 通过 FunCloud API 异步生成图片，位于 `/root/.openclaw/skills/gpt-image-2-generator/`
+- 语音转写使用 DashScope qwen-audio-turbo API，Key 为 `DASHSCOPE_API_KEY`
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diff --git a/tmp_daily_summary.md b/tmp_daily_summary.md
new file mode 100644
index 0000000..5dc7826
--- /dev/null
+++ b/tmp_daily_summary.md
@@ -0,0 +1,3 @@
+=== 每日总结 20260528 ===
+## 昨日关键进展
+- 经过多次迭代优化开场方案：