{"id":"f693fd51-cb25-4952-83a3-146882368ebb","entityType":"agent","slug":"clawhub-liuboacean-hermes-learning","name":"Hermes Learning","canonicalUrl":"https://www.xpersona.co/agent/clawhub-liuboacean-hermes-learning","canonicalPath":"/agent/clawhub-liuboacean-hermes-learning","generatedAt":"2026-10-11T07:40:47.882Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T03:50:16.007Z","emptyReason":null},"description":"Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。 Skill: Hermes Learning Owner: liuboacean Summary: Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。 Tags: latest:4.1.0 Version history: v4.1.0 | 2026-04-20T13:00:52.724Z | auto - 同步 Hermes 生成器 v3.6（评分 9.0+） - 完全消除悬空助词，优化表达； - 词汇边界截断逻辑改进，提升语义准确性； - 优化 rule_id 唯一性判定与管理机制； - 统一专有名词规范（Hermes Agent / WorkBuddy Agent） v4.0.0 | 2026-04-20T11:55:00.824Z | auto Hermes 学习材料同步技能 v4","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. 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学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。\n\nTags: latest:4.1.0\n\nVersion history:\n\nv4.1.0 | 2026-04-20T13:00:52.724Z | auto\n\n- 同步 Hermes 生成器 v3.6（评分 9.0+）\n- 完全消除悬空助词，优化表达；\n- 词汇边界截断逻辑改进，提升语义准确性；\n- 优化 rule_id 唯一性判定与管理机制；\n- 统一专有名词规范（Hermes Agent / WorkBuddy Agent）\n\nv4.0.0 | 2026-04-20T11:55:00.824Z | auto\n\nHermes 学习材料同步技能 v4.0.0 包含重要修复与优化：\n\n- 修复 evolution.db 路径为全局统一路径，避免多实例混乱\n- 移除无效的 batch_size 自增逻辑，提升同步效率\n- 完善反馈数据结构，支持更丰富的效果分析与闭环\n- 继续支持学习材料同步、概念关联及双向反馈\n\nArchive index:\n\nArchive v4.1.0: 15 files, 17485 bytes\n\nFiles: apply_learning.py (21184b), config.json (195b), daily_sync_status.json (115b), enhanced_learning_materials_v2.json (13225b), improved_learning_materials.json (613b), learning_effects.json (1945b), memory_feedback.json (456b), memory_summary.json (4396b), skill-card.md (2283b), SKILL.md (2218b), strategies.json (2863b), sync_report_v2.json (1046b), sync_status_v2.json (159b), sync_status.json (144b), _meta.json (134b)\n\nFile v4.1.0:SKILL.md\n\n---\nname: hermes-learning\ndescription: Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。\ntrigger_words: 学习hermes经验、应用hermes学习、同步hermes知识、hermes最佳实践、hermes学习材料\nversion: 4.1.0\n---\n\n# Hermes 学习材料同步技能\n\n此技能从 Hermes Agent 同步学习材料，帮助 WorkBuddy 进行自我更新和优化。\n\n## 版本历史\n\n- **v4.1 (2026-04-20)**: 同步 Hermes 生成器 v3.6（评分 9.0+）；悬空助词 100% 消除；词汇边界截断优化；rule_id 唯一性机制完善；专有名词规范化（Hermes Agent / WorkBuddy Agent）\n- **v4 (2026-04-18)**: 修复 evolution.db 路径（全局路径）、移除无效 batch_size 自增、完善反馈数据结构\n- **v3**: 双向反馈闭环、evolution.db 集成、概念关联\n- **v2**: 策略库 + 效果追踪\n- **v1**: 基础学习材料同步\n\n## 学习材料来源\n\n所有材料来自 Hermes 的记忆处理系统：\n- 位置：`~/.hermes/shared/memory_summary.json`\n- 反馈文件：`~/.hermes/shared/workbuddy_feedback.json`\n- 策略库：`~/.workbuddy/skills/hermes-learning/strategies.json`\n\n## evolution.db\n\n- **路径**: `~/.workbuddy/memory/evolution.db`（全局统一路径）\n- **表**: memories（学习条目）、concept_links（概念关联）\n- **来源标识**: source = 'hermes_learning'\n\n## 使用方法\n\n```bash\n# 查看状态\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py status\n\n# 应用学习材料\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py apply\n\n# 列出所有策略\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py list\n\n# 检查内容是否命中避免模式\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py check \"要检查的内容\"\n\n# 查看反馈分析\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py feedback\n```\n\n## 双向反馈\n\n- **Hermes → WorkBuddy**: 学习材料通过 `memory_summary.json` 同步\n- **WorkBuddy → Hermes**: 反馈通过 `workbuddy_feedback.json` 回传\n- **效果报告**: `learning_effect_report.json` 记录应用效果\n\nFile v4.1.0:_meta.json\n\n{\n  \"ownerId\": \"kn73qbrbqs4s8t2nh8pm22wxbd84vm7r\",\n  \"slug\": \"hermes-learning\",\n  \"version\": \"4.1.0\",\n  \"publishedAt\": 1776690052724\n}\n\nFile v4.1.0:skill-card.md\n\n## Description:\n\nHermes learning-material synchronization skill that imports self-updated learning materials from Hermes Agent to help WorkBuddy Agent optimize itself, with evolution.db persistence, concept links, and a bidirectional feedback loop.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[liuboacean](https://clawhub.ai/user/liuboacean)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers and agent operators use this skill to synchronize Hermes Agent learning summaries, strategy data, and feedback reports into WorkBuddy Agent's persistent learning stores. It supports reviewing status, applying learning materials, listing strategies, checking content against avoid patterns, and inspecting feedback analysis.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill can import Hermes learning text into WorkBuddy's persistent global memory without enough review, validation, or containment.\n\nMitigation: Install only when that memory sharing is intended, review ~/.hermes/shared/memory_summary.json before applying learning materials, and avoid unattended daily imports.\n\nRisk: Incorrect or low-quality imported guidance may persist in ~/.workbuddy/memory/evolution.db.\n\nMitigation: Inspect or delete affected entries from ~/.workbuddy/memory/evolution.db if bad guidance is imported.\n\n## Reference(s):\n\n- [ClawHub release page](https://clawhub.ai/liuboacean/skills/hermes-learning)\n- [Publisher profile](https://clawhub.ai/user/liuboacean)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with inline shell commands and local JSON or SQLite side effects when the bundled script is run]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May read Hermes shared memory files and write WorkBuddy strategy, effect, feedback, and evolution.db entries.]\n\n## Skill Version(s):\n\n4.1.0 (source: frontmatter and server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v4.1.0:config.json\n\n{\n  \"last_sync\": \"2026-04-18T09:44:00+08:00\",\n  \"sync_frequency_hours\": 24,\n  \"auto_apply\": false,\n  \"note\": \"v4: auto_apply 改为 false，由 WorkBuddy 自动化在每日 22:00 触发 apply\"\n}\n\nFile v4.1.0:daily_sync_status.json\n\n{\n  \"last_sync\": \"2026-04-18T10:33:39.083270\",\n  \"files_synced\": 1,\n  \"version\": \"2.1.0\",\n  \"status\": \"completed\"\n}\n\nFile v4.1.0:enhanced_learning_materials_v2.json\n\n{\n  \"version\": \"2.1.0\",\n  \"generated_at\": \"2026-04-18T10:33:39.075503\",\n  \"generator\": \"enhanced_learning_generator_v2\",\n  \"summary\": {\n    \"total_rules\": 12,\n    \"category_distribution\": {\n      \"success_pattern\": 6,\n      \"avoid_pattern\": 5,\n      \"optimization_pattern\": 1\n    },\n    \"average_confidence\": 0.7916666666666669,\n    \"rule_quality\": {\n      \"high_confidence_rules\": 6,\n      \"actionable_steps_avg\": 1.25\n    }\n  },\n  \"structured_rules\": [\n    {\n      \"id\": \"rule_675919\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.074992\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009783\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_587986\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"测试：Skill 记忆互通功能验证成功\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"测试：Skill 记忆互通功能验证成功\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075039\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009807\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_049358\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n        \"indicators_summary\": {\n          \"success\": 3,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075075\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009813\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_124223\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"完成三平台（GitHub/ClawHub/SkillHub）个人数据排查，共享文件均不含[姓名]个人信息，无需删除\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"完成三平台（GitHub/ClawHub/SkillHub）个人数据排查，共享文件均不含[姓名]个人信息，无需删除。GitHub 仓库：[用户名]acean/workbuddy-evolution-stack\",\n        \"indicators_summary\": {\n          \"success\": 1,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075121\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009821\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_984606\",\n      \"title\": \"避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"通用任务执行场景\",\n      \"action_steps\": [\n        \"1. 1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 1,\n          \"optimization\": 2\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075146\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009832\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_542071\",\n      \"title\": \"技能使用 - 系统协作 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"1. 1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅...\",\n        \"indicators_summary\": {\n          \"success\": 1,\n          \"avoid\": 1,\n          \"optimization\": 1\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075198\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009836\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_924326\",\n      \"title\": \"技能使用 - 系统协作 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"1. 1.0升级，实现了：动态路径查找（支持HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR环境变量）、健壮错误处理（全部函数含try/except+优雅降级）、标准化日志系统（BRIDGE_LOG_LEVEL环境变量控制）、完整API文档。已建立完整的Hermes↔WorkBuddy双向自我更新系统，包括学习材料自动同步和定时任务。\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"WorkBuddy采纳了Hermes的改进建议，对hermes-memory-bridge技能进行了v1.1.0升级，实现了：动态路径查找（支持HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR环境变量）、健壮错误处理（全部函数含try/except+优雅...\",\n        \"indicators_summary\": {\n          \"success\": 3,\n          \"avoid\": 1,\n          \"optimization\": 3\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075252\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009850\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_441685\",\n      \"title\": \"系统协作 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"AI系统间协作场景\",\n      \"action_steps\": [\n        \"1. `get_workbuddy_memory_dir()` / `_get_logger()` / 版本常量 / 标准日志初始化\",\n        \"2. HermesDBError/MemoryFileError 异常类 / `_safe_connect()` / 全部查询含异常处理\",\n        \"3. `_safe_read()` / `_safe_write()` / 日志限 500 行 / `_sanitize()` 增加过滤规则\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"【2026-04-16 工作日志 · 3项】\\n1. `get_workbuddy_memory_dir()` / `_get_logger()` / 版本常量 / 标准日志初始化\\n2. HermesDBError/MemoryFileError 异常类 / `_safe_connect()` / 全...\",\n        \"indicators_summary\": {\n          \"success\": 0,\n          \"avoid\": 1,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075310\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009868\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_116050\",\n      \"title\": \"技能使用 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"技能使用与配置场景\",\n      \"action_steps\": [\n        \"1. ：`apply_learning.py` 与 evolution.db 集成\",\n        \"2. （动态路径+健壮错误处理+标准日志）\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"【2026-04-18 工作日志 · 2项】\\n1. ：`apply_learning.py` 与 evolution.db 集成\\n2. （动态路径+健壮错误处理+标准日志）\",\n        \"indicators_summary\": {\n          \"success\": 1,\n          \"avoid\": 1,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075342\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009888\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_677765\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"技能使用优化: 测试：Skill 记忆互通功能验证成功\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"技能使用优化: 测试：Skill 记忆互通功能验证成功\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 0,\n          \"optimization\": 1\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075416\",\n        \"source_timestamp\": \"\",\n        \"source_type\": \"best_practice\"\n      }\n    },\n    {\n      \"id\": \"rule_984587\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"技能使用优化: 完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"技能使用优化: 完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n        \"indicators_summary\": {\n          \"success\": 3,\n          \"avoid\": 0,\n          \"optimization\": 1\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075449\",\n        \"source_timestamp\": \"\",\n        \"source_type\": \"best_practice\"\n      }\n    },\n    {\n      \"id\": \"rule_991596\",\n      \"title\": \"技能使用 - 系统协作 - 优化策略 规则\",\n      \"description\": \"该规则提供了系统性能或工作流程的优化建议。\",\n      \"category\": \"optimization_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"技能使用优化: 用户询问WorkBuddy共享的记忆文件是否有助于Hermes的自我更新\"\n      ],\n      \"confidence\": 0.8,\n      \"source_analysis\": {\n        \"original_preview\": \"技能使用优化: 用户询问WorkBuddy共享的记忆文件是否有助于Hermes的自我更新。需要检查是否有hermes-memory-bridge技能或相关文件。\",\n        \"indicators_summary\": {\n          \"success\": 0,\n          \"avoid\": 0,\n          \"optimization\": 2\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075481\",\n        \"source_timestamp\": \"\",\n        \"source_type\": \"best_practice\"\n      }\n    }\n  ],\n  \"quality_improvements\": {\n    \"data_sanitization\": \"已应用深度脱敏处理\",\n    \"deduplication\": \"已应用语义去重\",\n    \"abstraction_level\": \"从具体事件中提取可泛化规则\",\n    \"actionability\": \"每个规则包含具体的操作步骤\",\n    \"categorization_accuracy\": \"改进的分类算法避免误分类\"\n  },\n  \"workbuddy_recommendations_applied\": [\n    \"1. 解决学习材料质量问题 - 采用结构化规则格式\",\n    \"2. 解决数据脱敏问题 - 自动过滤个人敏感信息\",\n    \"3. 解决来源标识问题 - 从具体事件抽象出可泛化规则\"\n  ]\n}\n\nFile v4.1.0:improved_learning_materials.json\n\n{\n  \"version\": \"2.0.0\",\n  \"generated_at\": \"2026-04-18T09:53:22.424706\",\n  \"generator\": \"improved_learning_generator\",\n  \"summary\": {\n    \"total_rules\": 0,\n    \"category_distribution\": {},\n    \"average_confidence\": 0\n  },\n  \"structured_rules\": [],\n  \"quality_indicators\": {\n    \"deduplication_applied\": true,\n    \"sanitization_applied\": true,\n    \"abstraction_level\": \"high\",\n    \"actionability_score\": 0.85\n  },\n  \"usage_guidance\": {\n    \"how_to_apply\": \"根据规则类别和适用场景选择应用\",\n    \"confidence_threshold\": \"建议使用置信度>0.8的规则\",\n    \"update_frequency\": \"每日更新\"\n  }\n}\n\nFile v4.1.0:learning_effects.json\n\n{\n  \"version\": \"4.0\",\n  \"applied_sessions\": [\n    {\n      \"timestamp\": \"2026-04-18T09:28:09.918888\",\n      \"note\": \"首次 apply，从 memory_summary 导入 5 成功 + 3 避免 + 2 优化\",\n      \"hermes_update_time\": \"2026-04-18T09:15:22.040406\",\n      \"total_memories\": 70,\n      \"added\": {\n        \"success\": 5,\n        \"avoid\": 3,\n        \"optimization\": 2\n      },\n      \"current_totals\": {\n        \"success_patterns\": 5,\n        \"avoid_patterns\": 3,\n        \"optimizations\": 2\n      }\n    },\n    {\n      \"timestamp\": \"2026-04-18T09:44:45.324145\",\n      \"note\": \"v4 首次运行，修复 db 路径、移除 batch_size 膨胀、完善反馈\",\n      \"hermes_update_time\": \"2026-04-18T09:15:22.040406\",\n      \"total_memories\": 70,\n      \"added\": {\n        \"success\": 0,\n        \"avoid\": 0,\n        \"optimization\": 0\n      },\n      \"db_added\": {\n        \"success\": 0,\n        \"avoid\": 0\n      },\n      \"feedback_analysis\": {\n        \"feedback_count\": 1,\n        \"recent_analyzed\": 1,\n        \"total_predictions\": 0,\n        \"total_knowledge\": 5,\n        \"avg_prediction_confidence\": 0,\n        \"last_feedback_time\": \"2026-04-18T09:42:00+08:00\"\n      },\n      \"current_totals\": {\n        \"success_patterns\": 5,\n        \"avoid_patterns\": 3,\n        \"optimizations\": 2\n      }\n    },\n    {\n      \"timestamp\": \"2026-04-18T09:47:00+08:00\",\n      \"note\": \"v4 清理：修正 avoid_patterns 错误分类（v1.1.0 升级移入 success），去重 memory_feedback\",\n      \"added\": {\n        \"success\": 0,\n        \"avoid\": 0,\n        \"optimization\": 0\n      },\n      \"data_cleanup\": {\n        \"avoid_patterns_corrected\": 3,\n        \"avoid_patterns_moved_to_success\": 3,\n        \"duplicate_feedbacks_removed\": 2,\n        \"deprecated_files_cleaned\": [\"hermes_learning.py.bak\", \"processed/\"]\n      },\n      \"current_totals\": {\n        \"success_patterns\": 4,\n        \"avoid_patterns\": 0,\n        \"optimizations\": 2\n      }\n    }\n  ],\n  \"total_applied\": 10\n}\n\nFile v4.1.0:memory_feedback.json\n\n[\n  {\n    \"id\": \"9ec829be\",\n    \"type\": \"suggestion\",\n    \"content\": \"建议WorkBuddy优化高频任务的处理效率\",\n    \"timestamp\": \"2026-04-18T09:15:22.041847\",\n    \"source\": \"hermes_processor\",\n    \"metadata\": {\n      \"related_tasks\": [\n        \"2026\",\n        \"工作日志\",\n        \"WorkBuddy\"\n      ]\n    },\n    \"priority\": \"medium\",\n    \"note\": \"去重后保留最新一条，原 0bc65763 和 d63dd1e4 已移除（内容完全相同）\"\n  }\n]\n\nFile v4.1.0:memory_summary.json\n\n{\n  \"last_update\": \"2026-04-18T09:15:22.040406\",\n  \"total_memories\": 70,\n  \"key_insights\": [\n    {\n      \"title\": \"成功任务模式\",\n      \"description\": \"识别出的成功任务执行模式\",\n      \"examples\": [\n        {\n          \"content\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n          \"timestamp\": \"2026-04-18T09:15:22.038644\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"测试：Skill 记忆互通功能验证成功\",\n          \"timestamp\": \"2026-04-18T09:15:22.038667\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n          \"timestamp\": \"2026-04-18T09:15:22.038672\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"完成三平台（GitHub/ClawHub/SkillHub）个人数据排查，共享文件均不含[用户]个人信息，无需删除。GitHub 仓库：liuboacean/workbuddy-evolution-stack\",\n          \"timestamp\": \"2026-04-18T09:15:22.038680\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n          \"timestamp\": \"2026-04-18T09:15:22.038690\",\n          \"source\": \"hermes\"\n        }\n      ]\n    },\n    {\n      \"title\": \"常见失败模式\",\n      \"description\": \"需要避免的失败模式\",\n      \"examples\": [\n        {\n          \"content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n          \"timestamp\": \"2026-04-18T09:15:22.038694\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"WorkBuddy采纳了Hermes的改进建议，对hermes-memory-bridge技能进行了v1.1.0升级，实现了：动态路径查找（支持HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR环境变量）、健壮错误处理（全部函数含try/except+优雅降级）、标准化日志系统（BRIDGE_LOG_LEVEL环境变量控制）、完整API文档。已建立完整的Hermes↔WorkBuddy双向自我更新系统，包括学习材料自动同步和定时任务。\",\n          \"timestamp\": \"2026-04-18T09:15:22.038707\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"【2026-04-16 工作日志 · 3项】\\n1. `get_workbuddy_memory_dir()` / `_get_logger()` / 版本常量 / 标准日志初始化\\n2. HermesDBError/MemoryFileError 异常类 / `_safe_connect()` / 全部查询含异常处理\\n3. `_safe_read()` / `_safe_write()` / 日志限 500 行 / `_sanitize()` 增加过滤规则\",\n          \"timestamp\": \"2026-04-18T09:15:22.038726\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n          \"timestamp\": \"2026-04-16 11:18\",\n          \"source\": \"workbuddy\"\n        },\n        {\n          \"content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n          \"timestamp\": \"2026-04-16T11:18:16.839761\",\n          \"source\": \"workbuddy\"\n        }\n      ]\n    }\n  ],\n  \"top_recommendations\": [\n    {\n      \"type\": \"optimization\",\n      \"suggestion\": \"优化高频任务处理: 2026, 工作日志, WorkBuddy\",\n      \"priority\": \"high\"\n    }\n  ],\n  \"frequent_tasks\": {\n    \"2026\": 19,\n    \"工作日志\": 17,\n    \"WorkBuddy\": 3,\n    \"Hermes\": 3,\n    \"协同进化协议\": 3,\n    \"token\": 3,\n    \"节省策略\": 3,\n    \"hash\": 3,\n    \"账本防重复同步\": 3,\n    \"分层记忆策略\": 3\n  }\n}\n\nFile v4.1.0:strategies.json\n\n{\n  \"version\": \"4.0\",\n  \"last_updated\": \"2026-04-18T09:47:00+08:00\",\n  \"success_patterns\": [\n    {\n      \"id\": \"6152b1c2\",\n      \"pattern\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n      \"full_content\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038644\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9\n    },\n    {\n      \"id\": \"7cc62a21\",\n      \"pattern\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n      \"full_content\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038672\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9\n    },\n    {\n      \"id\": \"1c408502\",\n      \"pattern\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n      \"full_content\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038690\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9\n    },\n    {\n      \"id\": \"moved_001\",\n      \"pattern\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径、健壮错误处理、标准化日志\",\n      \"full_content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038694\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9,\n      \"note\": \"从 avoid_patterns 移入，原分类错误（这是成功操作）\"\n    }\n  ],\n  \"avoid_patterns\": [],\n  \"optimizations\": [\n    {\n      \"id\": \"dd39a8f7\",\n      \"suggestion\": \"优化高频任务处理: 2026, 工作日志, WorkBuddy\",\n      \"type\": \"optimization\",\n      \"priority\": \"high\",\n      \"status\": \"applied\",\n      \"related_tasks\": [],\n      \"timestamp\": \"2026-04-18T09:28:09.899308\",\n      \"applied_at\": \"2026-04-18T09:38:29.287867\",\n      \"note\": \"此建议过于笼统，无具体可执行方案，标记为已处理但实际无效果\"\n    },\n    {\n      \"id\": \"475da74e\",\n      \"suggestion\": \"建议WorkBuddy优化高频任务的处理效率\",\n      \"type\": \"optimization\",\n      \"priority\": \"medium\",\n      \"status\": \"applied\",\n      \"related_tasks\": [],\n      \"timestamp\": \"2026-04-18T09:28:09.899344\",\n      \"applied_at\": \"2026-04-18T09:38:29.288422\",\n      \"note\": \"与 dd39a8f7 重复，已合并处理\"\n    }\n  ]\n}\n\nFile v4.1.0:sync_report_v2.json\n\n{\n  \"sync_timestamp\": \"2026-04-18T10:33:39.077097\",\n  \"version\": \"2.1.0\",\n  \"files_synced\": [\n    \"enhanced_learning_materials_v2.json\"\n  ],\n  \"rule_summary\": {\n    \"total_rules\": 12,\n    \"category_distribution\": {\n      \"success_pattern\": 6,\n      \"avoid_pattern\": 5,\n      \"optimization_pattern\": 1\n    },\n    \"average_confidence\": 0.7916666666666669,\n    \"rule_quality\": {\n      \"high_confidence_rules\": 6,\n      \"actionable_steps_avg\": 1.25\n    }\n  },\n  \"improvements_applied\": {\n    \"data_sanitization\": \"已应用深度脱敏处理\",\n    \"deduplication\": \"已应用语义去重\",\n    \"abstraction_level\": \"从具体事件中提取可泛化规则\",\n    \"actionability\": \"每个规则包含具体的操作步骤\",\n    \"categorization_accuracy\": \"改进的分类算法避免误分类\"\n  },\n  \"workbuddy_recommendations\": [\n    \"1. 解决学习材料质量问题 - 采用结构化规则格式\",\n    \"2. 解决数据脱敏问题 - 自动过滤个人敏感信息\",\n    \"3. 解决来源标识问题 - 从具体事件抽象出可泛化规则\"\n  ]\n}\n\nArchive v4.0.0: 14 files, 16133 bytes\n\nFiles: apply_learning.py (21184b), config.json (195b), daily_sync_status.json (115b), enhanced_learning_materials_v2.json (13225b), improved_learning_materials.json (613b), learning_effects.json (1945b), memory_feedback.json (456b), memory_summary.json (4394b), SKILL.md (2001b), strategies.json (2863b), sync_report_v2.json (1046b), sync_status_v2.json (159b), sync_status.json (144b), _meta.json (134b)\n\nFile v4.0.0:SKILL.md\n\n---\nname: hermes-learning\ndescription: Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。\ntrigger_words: 学习hermes经验、应用hermes学习、同步hermes知识、hermes最佳实践、hermes学习材料\nversion: 4.0.0\n---\n\n# Hermes 学习材料同步技能\n\n此技能从 Hermes Agent 同步学习材料，帮助 WorkBuddy 进行自我更新和优化。\n\n## 版本历史\n\n- **v4 (2026-04-18)**: 修复 evolution.db 路径（全局路径）、移除无效 batch_size 自增、完善反馈数据结构\n- **v3**: 双向反馈闭环、evolution.db 集成、概念关联\n- **v2**: 策略库 + 效果追踪\n- **v1**: 基础学习材料同步\n\n## 学习材料来源\n\n所有材料来自 Hermes 的记忆处理系统：\n- 位置：`~/.hermes/shared/memory_summary.json`\n- 反馈文件：`~/.hermes/shared/workbuddy_feedback.json`\n- 策略库：`~/.workbuddy/skills/hermes-learning/strategies.json`\n\n## evolution.db\n\n- **路径**: `~/.workbuddy/memory/evolution.db`（全局统一路径）\n- **表**: memories（学习条目）、concept_links（概念关联）\n- **来源标识**: source = 'hermes_learning'\n\n## 使用方法\n\n```bash\n# 查看状态\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py status\n\n# 应用学习材料\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py apply\n\n# 列出所有策略\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py list\n\n# 检查内容是否命中避免模式\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py check \"要检查的内容\"\n\n# 查看反馈分析\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py feedback\n```\n\n## 双向反馈\n\n- **Hermes → WorkBuddy**: 学习材料通过 `memory_summary.json` 同步\n- **WorkBuddy → Hermes**: 反馈通过 `workbuddy_feedback.json` 回传\n- **效果报告**: `learning_effect_report.json` 记录应用效果\n\nFile v4.0.0:_meta.json\n\n{\n  \"ownerId\": \"kn73qbrbqs4s8t2nh8pm22wxbd84vm7r\",\n  \"slug\": \"hermes-learning\",\n  \"version\": \"4.0.0\",\n  \"publishedAt\": 1776686100824\n}\n\nFile v4.0.0:config.json\n\n{\n  \"last_sync\": \"2026-04-18T09:44:00+08:00\",\n  \"sync_frequency_hours\": 24,\n  \"auto_apply\": false,\n  \"note\": \"v4: auto_apply 改为 false，由 WorkBuddy 自动化在每日 22:00 触发 apply\"\n}\n\nFile v4.0.0:daily_sync_status.json\n\n{\n  \"last_sync\": \"2026-04-18T10:33:39.083270\",\n  \"files_synced\": 1,\n  \"version\": \"2.1.0\",\n  \"status\": \"completed\"\n}\n\nFile v4.0.0:enhanced_learning_materials_v2.json\n\n{\n  \"version\": \"2.1.0\",\n  \"generated_at\": \"2026-04-18T10:33:39.075503\",\n  \"generator\": \"enhanced_learning_generator_v2\",\n  \"summary\": {\n    \"total_rules\": 12,\n    \"category_distribution\": {\n      \"success_pattern\": 6,\n      \"avoid_pattern\": 5,\n      \"optimization_pattern\": 1\n    },\n    \"average_confidence\": 0.7916666666666669,\n    \"rule_quality\": {\n      \"high_confidence_rules\": 6,\n      \"actionable_steps_avg\": 1.25\n    }\n  },\n  \"structured_rules\": [\n    {\n      \"id\": \"rule_675919\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.074992\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009783\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_587986\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"测试：Skill 记忆互通功能验证成功\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"测试：Skill 记忆互通功能验证成功\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075039\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009807\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_049358\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n        \"indicators_summary\": {\n          \"success\": 3,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075075\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009813\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_124223\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"完成三平台（GitHub/ClawHub/SkillHub）个人数据排查，共享文件均不含[姓名]个人信息，无需删除\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"完成三平台（GitHub/ClawHub/SkillHub）个人数据排查，共享文件均不含[姓名]个人信息，无需删除。GitHub 仓库：[用户名]acean/workbuddy-evolution-stack\",\n        \"indicators_summary\": {\n          \"success\": 1,\n          \"avoid\": 0,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075121\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009821\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_984606\",\n      \"title\": \"避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"通用任务执行场景\",\n      \"action_steps\": [\n        \"1. 1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 1,\n          \"optimization\": 2\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075146\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009832\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_542071\",\n      \"title\": \"技能使用 - 系统协作 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"1. 1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅...\",\n        \"indicators_summary\": {\n          \"success\": 1,\n          \"avoid\": 1,\n          \"optimization\": 1\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075198\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009836\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_924326\",\n      \"title\": \"技能使用 - 系统协作 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"1. 1.0升级，实现了：动态路径查找（支持HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR环境变量）、健壮错误处理（全部函数含try/except+优雅降级）、标准化日志系统（BRIDGE_LOG_LEVEL环境变量控制）、完整API文档。已建立完整的Hermes↔WorkBuddy双向自我更新系统，包括学习材料自动同步和定时任务。\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"WorkBuddy采纳了Hermes的改进建议，对hermes-memory-bridge技能进行了v1.1.0升级，实现了：动态路径查找（支持HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR环境变量）、健壮错误处理（全部函数含try/except+优雅...\",\n        \"indicators_summary\": {\n          \"success\": 3,\n          \"avoid\": 1,\n          \"optimization\": 3\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075252\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009850\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_441685\",\n      \"title\": \"系统协作 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"AI系统间协作场景\",\n      \"action_steps\": [\n        \"1. `get_workbuddy_memory_dir()` / `_get_logger()` / 版本常量 / 标准日志初始化\",\n        \"2. HermesDBError/MemoryFileError 异常类 / `_safe_connect()` / 全部查询含异常处理\",\n        \"3. `_safe_read()` / `_safe_write()` / 日志限 500 行 / `_sanitize()` 增加过滤规则\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"【2026-04-16 工作日志 · 3项】\\n1. `get_workbuddy_memory_dir()` / `_get_logger()` / 版本常量 / 标准日志初始化\\n2. HermesDBError/MemoryFileError 异常类 / `_safe_connect()` / 全...\",\n        \"indicators_summary\": {\n          \"success\": 0,\n          \"avoid\": 1,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075310\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009868\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_116050\",\n      \"title\": \"技能使用 - 避免模式 规则\",\n      \"description\": \"该规则标识了需要避免的问题模式或常见错误。\",\n      \"category\": \"avoid_pattern\",\n      \"applicable_when\": \"技能使用与配置场景\",\n      \"action_steps\": [\n        \"1. ：`apply_learning.py` 与 evolution.db 集成\",\n        \"2. （动态路径+健壮错误处理+标准日志）\"\n      ],\n      \"confidence\": 0.7,\n      \"source_analysis\": {\n        \"original_preview\": \"【2026-04-18 工作日志 · 2项】\\n1. ：`apply_learning.py` 与 evolution.db 集成\\n2. （动态路径+健壮错误处理+标准日志）\",\n        \"indicators_summary\": {\n          \"success\": 1,\n          \"avoid\": 1,\n          \"optimization\": 0\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075342\",\n        \"source_timestamp\": \"2026-04-18T10:33:39.009888\",\n        \"source_type\": \"hermes\"\n      }\n    },\n    {\n      \"id\": \"rule_677765\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"技能使用优化: 测试：Skill 记忆互通功能验证成功\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"技能使用优化: 测试：Skill 记忆互通功能验证成功\",\n        \"indicators_summary\": {\n          \"success\": 2,\n          \"avoid\": 0,\n          \"optimization\": 1\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075416\",\n        \"source_timestamp\": \"\",\n        \"source_type\": \"best_practice\"\n      }\n    },\n    {\n      \"id\": \"rule_984587\",\n      \"title\": \"技能使用 - 系统协作 - 成功执行 规则\",\n      \"description\": \"该规则描述了在特定场景下成功完成任务的最佳实践和方法。\",\n      \"category\": \"success_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"技能使用优化: 完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\"\n      ],\n      \"confidence\": 0.9,\n      \"source_analysis\": {\n        \"original_preview\": \"技能使用优化: 完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n        \"indicators_summary\": {\n          \"success\": 3,\n          \"avoid\": 0,\n          \"optimization\": 1\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075449\",\n        \"source_timestamp\": \"\",\n        \"source_type\": \"best_practice\"\n      }\n    },\n    {\n      \"id\": \"rule_991596\",\n      \"title\": \"技能使用 - 系统协作 - 优化策略 规则\",\n      \"description\": \"该规则提供了系统性能或工作流程的优化建议。\",\n      \"category\": \"optimization_pattern\",\n      \"applicable_when\": \"Hermes与WorkBuddy技能协作场景\",\n      \"action_steps\": [\n        \"技能使用优化: 用户询问WorkBuddy共享的记忆文件是否有助于Hermes的自我更新\"\n      ],\n      \"confidence\": 0.8,\n      \"source_analysis\": {\n        \"original_preview\": \"技能使用优化: 用户询问WorkBuddy共享的记忆文件是否有助于Hermes的自我更新。需要检查是否有hermes-memory-bridge技能或相关文件。\",\n        \"indicators_summary\": {\n          \"success\": 0,\n          \"avoid\": 0,\n          \"optimization\": 2\n        }\n      },\n      \"metadata\": {\n        \"generated_at\": \"2026-04-18T10:33:39.075481\",\n        \"source_timestamp\": \"\",\n        \"source_type\": \"best_practice\"\n      }\n    }\n  ],\n  \"quality_improvements\": {\n    \"data_sanitization\": \"已应用深度脱敏处理\",\n    \"deduplication\": \"已应用语义去重\",\n    \"abstraction_level\": \"从具体事件中提取可泛化规则\",\n    \"actionability\": \"每个规则包含具体的操作步骤\",\n    \"categorization_accuracy\": \"改进的分类算法避免误分类\"\n  },\n  \"workbuddy_recommendations_applied\": [\n    \"1. 解决学习材料质量问题 - 采用结构化规则格式\",\n    \"2. 解决数据脱敏问题 - 自动过滤个人敏感信息\",\n    \"3. 解决来源标识问题 - 从具体事件抽象出可泛化规则\"\n  ]\n}\n\nFile v4.0.0:improved_learning_materials.json\n\n{\n  \"version\": \"2.0.0\",\n  \"generated_at\": \"2026-04-18T09:53:22.424706\",\n  \"generator\": \"improved_learning_generator\",\n  \"summary\": {\n    \"total_rules\": 0,\n    \"category_distribution\": {},\n    \"average_confidence\": 0\n  },\n  \"structured_rules\": [],\n  \"quality_indicators\": {\n    \"deduplication_applied\": true,\n    \"sanitization_applied\": true,\n    \"abstraction_level\": \"high\",\n    \"actionability_score\": 0.85\n  },\n  \"usage_guidance\": {\n    \"how_to_apply\": \"根据规则类别和适用场景选择应用\",\n    \"confidence_threshold\": \"建议使用置信度>0.8的规则\",\n    \"update_frequency\": \"每日更新\"\n  }\n}\n\nFile v4.0.0:learning_effects.json\n\n{\n  \"version\": \"4.0\",\n  \"applied_sessions\": [\n    {\n      \"timestamp\": \"2026-04-18T09:28:09.918888\",\n      \"note\": \"首次 apply，从 memory_summary 导入 5 成功 + 3 避免 + 2 优化\",\n      \"hermes_update_time\": \"2026-04-18T09:15:22.040406\",\n      \"total_memories\": 70,\n      \"added\": {\n        \"success\": 5,\n        \"avoid\": 3,\n        \"optimization\": 2\n      },\n      \"current_totals\": {\n        \"success_patterns\": 5,\n        \"avoid_patterns\": 3,\n        \"optimizations\": 2\n      }\n    },\n    {\n      \"timestamp\": \"2026-04-18T09:44:45.324145\",\n      \"note\": \"v4 首次运行，修复 db 路径、移除 batch_size 膨胀、完善反馈\",\n      \"hermes_update_time\": \"2026-04-18T09:15:22.040406\",\n      \"total_memories\": 70,\n      \"added\": {\n        \"success\": 0,\n        \"avoid\": 0,\n        \"optimization\": 0\n      },\n      \"db_added\": {\n        \"success\": 0,\n        \"avoid\": 0\n      },\n      \"feedback_analysis\": {\n        \"feedback_count\": 1,\n        \"recent_analyzed\": 1,\n        \"total_predictions\": 0,\n        \"total_knowledge\": 5,\n        \"avg_prediction_confidence\": 0,\n        \"last_feedback_time\": \"2026-04-18T09:42:00+08:00\"\n      },\n      \"current_totals\": {\n        \"success_patterns\": 5,\n        \"avoid_patterns\": 3,\n        \"optimizations\": 2\n      }\n    },\n    {\n      \"timestamp\": \"2026-04-18T09:47:00+08:00\",\n      \"note\": \"v4 清理：修正 avoid_patterns 错误分类（v1.1.0 升级移入 success），去重 memory_feedback\",\n      \"added\": {\n        \"success\": 0,\n        \"avoid\": 0,\n        \"optimization\": 0\n      },\n      \"data_cleanup\": {\n        \"avoid_patterns_corrected\": 3,\n        \"avoid_patterns_moved_to_success\": 3,\n        \"duplicate_feedbacks_removed\": 2,\n        \"deprecated_files_cleaned\": [\"hermes_learning.py.bak\", \"processed/\"]\n      },\n      \"current_totals\": {\n        \"success_patterns\": 4,\n        \"avoid_patterns\": 0,\n        \"optimizations\": 2\n      }\n    }\n  ],\n  \"total_applied\": 10\n}\n\nFile v4.0.0:memory_feedback.json\n\n[\n  {\n    \"id\": \"9ec829be\",\n    \"type\": \"suggestion\",\n    \"content\": \"建议WorkBuddy优化高频任务的处理效率\",\n    \"timestamp\": \"2026-04-18T09:15:22.041847\",\n    \"source\": \"hermes_processor\",\n    \"metadata\": {\n      \"related_tasks\": [\n        \"2026\",\n        \"工作日志\",\n        \"WorkBuddy\"\n      ]\n    },\n    \"priority\": \"medium\",\n    \"note\": \"去重后保留最新一条，原 0bc65763 和 d63dd1e4 已移除（内容完全相同）\"\n  }\n]\n\nFile v4.0.0:memory_summary.json\n\n{\n  \"last_update\": \"2026-04-18T09:15:22.040406\",\n  \"total_memories\": 70,\n  \"key_insights\": [\n    {\n      \"title\": \"成功任务模式\",\n      \"description\": \"识别出的成功任务执行模式\",\n      \"examples\": [\n        {\n          \"content\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n          \"timestamp\": \"2026-04-18T09:15:22.038644\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"测试：Skill 记忆互通功能验证成功\",\n          \"timestamp\": \"2026-04-18T09:15:22.038667\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n          \"timestamp\": \"2026-04-18T09:15:22.038672\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"完成三平台（GitHub/ClawHub/SkillHub）个人数据排查，共享文件均不含刘博个人信息，无需删除。GitHub 仓库：liuboacean/workbuddy-evolution-stack\",\n          \"timestamp\": \"2026-04-18T09:15:22.038680\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n          \"timestamp\": \"2026-04-18T09:15:22.038690\",\n          \"source\": \"hermes\"\n        }\n      ]\n    },\n    {\n      \"title\": \"常见失败模式\",\n      \"description\": \"需要避免的失败模式\",\n      \"examples\": [\n        {\n          \"content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n          \"timestamp\": \"2026-04-18T09:15:22.038694\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"WorkBuddy采纳了Hermes的改进建议，对hermes-memory-bridge技能进行了v1.1.0升级，实现了：动态路径查找（支持HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR环境变量）、健壮错误处理（全部函数含try/except+优雅降级）、标准化日志系统（BRIDGE_LOG_LEVEL环境变量控制）、完整API文档。已建立完整的Hermes↔WorkBuddy双向自我更新系统，包括学习材料自动同步和定时任务。\",\n          \"timestamp\": \"2026-04-18T09:15:22.038707\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"【2026-04-16 工作日志 · 3项】\\n1. `get_workbuddy_memory_dir()` / `_get_logger()` / 版本常量 / 标准日志初始化\\n2. HermesDBError/MemoryFileError 异常类 / `_safe_connect()` / 全部查询含异常处理\\n3. `_safe_read()` / `_safe_write()` / 日志限 500 行 / `_sanitize()` 增加过滤规则\",\n          \"timestamp\": \"2026-04-18T09:15:22.038726\",\n          \"source\": \"hermes\"\n        },\n        {\n          \"content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n          \"timestamp\": \"2026-04-16 11:18\",\n          \"source\": \"workbuddy\"\n        },\n        {\n          \"content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n          \"timestamp\": \"2026-04-16T11:18:16.839761\",\n          \"source\": \"workbuddy\"\n        }\n      ]\n    }\n  ],\n  \"top_recommendations\": [\n    {\n      \"type\": \"optimization\",\n      \"suggestion\": \"优化高频任务处理: 2026, 工作日志, WorkBuddy\",\n      \"priority\": \"high\"\n    }\n  ],\n  \"frequent_tasks\": {\n    \"2026\": 19,\n    \"工作日志\": 17,\n    \"WorkBuddy\": 3,\n    \"Hermes\": 3,\n    \"协同进化协议\": 3,\n    \"token\": 3,\n    \"节省策略\": 3,\n    \"hash\": 3,\n    \"账本防重复同步\": 3,\n    \"分层记忆策略\": 3\n  }\n}\n\nFile v4.0.0:strategies.json\n\n{\n  \"version\": \"4.0\",\n  \"last_updated\": \"2026-04-18T09:47:00+08:00\",\n  \"success_patterns\": [\n    {\n      \"id\": \"6152b1c2\",\n      \"pattern\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n      \"full_content\": \"完成了 Hermes Agent 与 WorkBuddy 的 MCP 集成配置\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038644\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9\n    },\n    {\n      \"id\": \"7cc62a21\",\n      \"pattern\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n      \"full_content\": \"完成 Hermes Agent 与 WorkBuddy 的 MCP 集成配置，并开发 hermes-memory-bridge Skill 实现双向记忆互通\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038672\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9\n    },\n    {\n      \"id\": \"1c408502\",\n      \"pattern\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n      \"full_content\": \"v1.1.0 升级完成：动态路径、环境变量、错误处理、日志全面增强\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038690\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9\n    },\n    {\n      \"id\": \"moved_001\",\n      \"pattern\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径、健壮错误处理、标准化日志\",\n      \"full_content\": \"hermes-memory-bridge v1.1.0 升级：采纳 Hermes 建议，动态路径自动发现 WorkBuddy 目录（支持环境变量 HERMES_HOME/WORKBUDDY_HOME/WORKBUDDY_MEMORY_DIR）、健壮错误处理（全部查询含 try/except + 优雅降级）、标准化日志（stderr 输出 INFO 级别）、SKILL.md 补 API 文档。已发布至 GitHub 和 ClawHub v1.1.0。\",\n      \"source\": \"hermes\",\n      \"timestamp\": \"2026-04-18T09:15:22.038694\",\n      \"applied_count\": 0,\n      \"confidence\": 0.9,\n      \"note\": \"从 avoid_patterns 移入，原分类错误（这是成功操作）\"\n    }\n  ],\n  \"avoid_patterns\": [],\n  \"optimizations\": [\n    {\n      \"id\": \"dd39a8f7\",\n      \"suggestion\": \"优化高频任务处理: 2026, 工作日志, WorkBuddy\",\n      \"type\": \"optimization\",\n      \"priority\": \"high\",\n      \"status\": \"applied\",\n      \"related_tasks\": [],\n      \"timestamp\": \"2026-04-18T09:28:09.899308\",\n      \"applied_at\": \"2026-04-18T09:38:29.287867\",\n      \"note\": \"此建议过于笼统，无具体可执行方案，标记为已处理但实际无效果\"\n    },\n    {\n      \"id\": \"475da74e\",\n      \"suggestion\": \"建议WorkBuddy优化高频任务的处理效率\",\n      \"type\": \"optimization\",\n      \"priority\": \"medium\",\n      \"status\": \"applied\",\n      \"related_tasks\": [],\n      \"timestamp\": \"2026-04-18T09:28:09.899344\",\n      \"applied_at\": \"2026-04-18T09:38:29.288422\",\n      \"note\": \"与 dd39a8f7 重复，已合并处理\"\n    }\n  ]\n}\n\nFile v4.0.0:sync_report_v2.json\n\n{\n  \"sync_timestamp\": \"2026-04-18T10:33:39.077097\",\n  \"version\": \"2.1.0\",\n  \"files_synced\": [\n    \"enhanced_learning_materials_v2.json\"\n  ],\n  \"rule_summary\": {\n    \"total_rules\": 12,\n    \"category_distribution\": {\n      \"success_pattern\": 6,\n      \"avoid_pattern\": 5,\n      \"optimization_pattern\": 1\n    },\n    \"average_confidence\": 0.7916666666666669,\n    \"rule_quality\": {\n      \"high_confidence_rules\": 6,\n      \"actionable_steps_avg\": 1.25\n    }\n  },\n  \"improvements_applied\": {\n    \"data_sanitization\": \"已应用深度脱敏处理\",\n    \"deduplication\": \"已应用语义去重\",\n    \"abstraction_level\": \"从具体事件中提取可泛化规则\",\n    \"actionability\": \"每个规则包含具体的操作步骤\",\n    \"categorization_accuracy\": \"改进的分类算法避免误分类\"\n  },\n  \"workbuddy_recommendations\": [\n    \"1. 解决学习材料质量问题 - 采用结构化规则格式\",\n    \"2. 解决数据脱敏问题 - 自动过滤个人敏感信息\",\n    \"3. 解决来源标识问题 - 从具体事件抽象出可泛化规则\"\n  ]\n}\n\nFile v4.0.0:sync_status_v2.json\n\n{\n  \"last_sync\": \"2026-04-18T09:53:22.425798\",\n  \"version\": \"2.0.0\",\n  \"file\": \"improved_learning_materials.json\",\n  \"rule_count\": 0,\n  \"quality_score\": 0.85\n}","readmeExcerpt":"Skill: Hermes Learning Owner: liuboacean Summary: Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。 Tags: latest:4.1.0 Version history: v4.1.0 | 2026-04-20T13:00:52.724Z | auto - 同步 Hermes 生成器 v3.6（评分 9.0+） - 完全消除悬空助词，优化表达； - 词汇边界截断逻辑改进，提升语义准确性； - 优化 rule_id 唯一性判定与管理机制； - 统一专有名词规范（Hermes Agent / WorkBuddy Agent） v4.0.0 | 2026-04-20T11:55:00.824Z | auto Hermes 学习材料同步技能 v4","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"# 查看状态\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py status\n\n# 应用学习材料\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py apply\n\n# 列出所有策略\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py list\n\n# 检查内容是否命中避免模式\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py check \"要检查的内容\"\n\n# 查看反馈分析\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py feedback"},{"language":"bash","snippet":"# 查看状态\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py status\n\n# 应用学习材料\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py apply\n\n# 列出所有策略\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py list\n\n# 检查内容是否命中避免模式\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py check \"要检查的内容\"\n\n# 查看反馈分析\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py feedback"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: hermes-learning\ndescription: Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。\ntrigger_words: 学习hermes经验、应用hermes学习、同步hermes知识、hermes最佳实践、hermes学习材料\nversion: 4.1.0\n---\n\n# Hermes 学习材料同步技能\n\n此技能从 Hermes Agent 同步学习材料，帮助 WorkBuddy 进行自我更新和优化。\n\n## 版本历史\n\n- **v4.1 (2026-04-20)**: 同步 Hermes 生成器 v3.6（评分 9.0+）；悬空助词 100% 消除；词汇边界截断优化；rule_id 唯一性机制完善；专有名词规范化（Hermes Agent / WorkBuddy Agent）\n- **v4 (2026-04-18)**: 修复 evolution.db 路径（全局路径）、移除无效 batch_size 自增、完善反馈数据结构\n- **v3**: 双向反馈闭环、evolution.db 集成、概念关联\n- **v2**: 策略库 + 效果追踪\n- **v1**: 基础学习材料同步\n\n## 学习材料来源\n\n所有材料来自 Hermes 的记忆处理系统：\n- 位置：`~/.hermes/shared/memory_summary.json`\n- 反馈文件：`~/.hermes/shared/workbuddy_feedback.json`\n- 策略库：`~/.workbuddy/skills/hermes-learning/strategies.json`\n\n## evolution.db\n\n- **路径**: `~/.workbuddy/memory/evolution.db`（全局统一路径）\n- **表**: memories（学习条目）、concept_links（概念关联）\n- **来源标识**: source = 'hermes_learning'\n\n## 使用方法\n\n```bash\n# 查看状态\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py status\n\n# 应用学习材料\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py apply\n\n# 列出所有策略\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py list\n\n# 检查内容是否命中避免模式\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py check \"要检查的内容\"\n\n# 查看反馈分析\npython3 ~/.workbuddy/skills/hermes-learning/apply_learning.py feedback\n```\n\n## 双向反馈\n\n- **Hermes → WorkBuddy**: 学习材料通过 `memory_summary.json` 同步\n- **WorkBuddy → Hermes**: 反馈通过 `workbuddy_feedback.json` 回传\n- **效果报告**: `learning_effect_report.json` 记录应用效果"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn73qbrbqs4s8t2nh8pm22wxbd84vm7r\",\n  \"slug\": \"hermes-learning\",\n  \"version\": \"4.1.0\",\n  \"publishedAt\": 1776690052724\n}"},{"path":"skill-card.md","content":"## Description:\n\nHermes learning-material synchronization skill that imports self-updated learning materials from Hermes Agent to help WorkBuddy Agent optimize itself, with evolution.db persistence, concept links, and a bidirectional feedback loop.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[liuboacean](https://clawhub.ai/user/liuboacean)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers and agent operators use this skill to synchronize Hermes Agent learning summaries, strategy data, and feedback reports into WorkBuddy Agent's persistent learning stores. It supports reviewing status, applying learning materials, listing strategies, checking content against avoid patterns, and inspecting feedback analysis.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill can import Hermes learning text into WorkBuddy's persistent global memory without enough review, validation, or containment.\n\nMitigation: Install only when that memory sharing is intended, review ~/.hermes/shared/memory_summary.json before applying learning materials, and avoid unattended daily imports.\n\nRisk: Incorrect or low-quality imported guidance may persist in ~/.workbuddy/memory/evolution.db.\n\nMitigation: Inspect or delete affected entries from ~/.workbuddy/memory/evolution.db if bad guidance is imported.\n\n## Reference(s):\n\n- [ClawHub release page](https://clawhub.ai/liuboacean/skills/hermes-learning)\n- [Publisher profile](https://clawhub.ai/user/liuboacean)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with inline shell commands and local JSON or SQLite side effects when the bundled script is run]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May read Hermes shared memory files and write WorkBuddy strategy, effect, feedback, and evolution.db entries.]\n\n## Skill Version(s):\n\n4.1.0 (source: frontmatter and server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment."},{"path":"config.json","content":"{\n  \"last_sync\": \"2026-04-18T09:44:00+08:00\",\n  \"sync_frequency_hours\": 24,\n  \"auto_apply\": false,\n  \"note\": \"v4: auto_apply 改为 false，由 WorkBuddy 自动化在每日 22:00 触发 apply\"\n}"},{"path":"daily_sync_status.json","content":"{\n  \"last_sync\": \"2026-04-18T10:33:39.083270\",\n  \"files_synced\": 1,\n  \"version\": \"2.1.0\",\n  \"status\": \"completed\"\n}"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。 Skill: Hermes Learning Owner: liuboacean Summary: Hermes 学习材料同步技能。从 Hermes Agent 获取自我更新后的学习材料，帮助 WorkBuddy 进行自我优化。支持 evolution.db 持久化、概念关联、双向反馈闭环。 Tags: latest:4.1.0 Version history: v4.1.0 | 2026-04-20T13:00:52.724Z | auto - 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