{"id":932,"date":"2026-05-16T16:12:48","date_gmt":"2026-05-16T08:12:48","guid":{"rendered":"https:\/\/deepbule.store\/?p=932"},"modified":"2026-05-16T16:12:48","modified_gmt":"2026-05-16T08:12:48","slug":"angel-memory-%e9%a1%b9%e7%9b%ae%e7%a7%bb%e6%a4%8d%e6%80%bb%e7%bb%93%ef%bc%9a%e8%ae%a9ai%e6%8b%a5%e6%9c%89%e7%9c%9f%e6%ad%a3%e7%9a%84%e8%ae%b0%e5%bf%86%e8%83%bd%e5%8a%9b","status":"publish","type":"post","link":"https:\/\/deepbule.store\/?p=932","title":{"rendered":"Angel Memory \u9879\u76ee\u79fb\u690d\u603b\u7ed3\uff1a\u8ba9AI\u62e5\u6709\u771f\u6b63\u7684\u8bb0\u5fc6\u80fd\u529b"},"content":{"rendered":"<h1 id=\"angel-memory-ai\">Angel Memory \u9879\u76ee\u79fb\u690d\u603b\u7ed3\uff1a\u8ba9AI\u62e5\u6709\u771f\u6b63\u7684\u8bb0\u5fc6\u80fd\u529b<\/h1>\n<blockquote>\n<p>\u672c\u6587\u8bb0\u5f55\u4e86\u5c06 kawayiYokami\/astrbot_plugin_angel_memory \u9879\u76ee\u79fb\u690d\u5230\u9739\u96f3\u4e94\u53f7AI\u52a9\u624b\u7684\u8fc7\u7a0b\uff0c\u5171\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\u5b9e\u73b0\u5b8c\u6574\u529f\u80fd\u3002<\/p>\n<\/blockquote>\n<h2 id=\"_1\">\u4e00\u3001\u9879\u76ee\u80cc\u666f<\/h2>\n<p>AstrBot \u7684 Angel Memory \u63d2\u4ef6\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u521b\u610f\u7684\u5927\u8111\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u5b83\u8ba9AI\u4e0d\u4ec5\u80fd\u8bb0\u4f4f\u4fe1\u606f\uff0c\u8fd8\u80fd\u4e3b\u52a8\u601d\u8003\u548c\u8fdb\u5316\u3002\u8fd9\u4e2a\u9879\u76ee\u6709128\u661f\uff0c\u91c7\u7528GPL v3\u5f00\u6e90\u534f\u8bae\u3002<\/p>\n<p>\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\uff1a<br>\n&#8211; <strong>\u4e09\u5c42\u8ba4\u77e5\u67b6\u6784<\/strong>\uff1aSoul\u7cfb\u7edf\uff08\u6f5c\u610f\u8bc6\uff09\u2192 DeepMind\uff08\u6f5c\u610f\u8bc6\u68c0\u7d22\uff09\u2192 LLM\uff08\u4e3b\u610f\u8bc6\uff09<br>\n&#8211; <strong>\u56db\u7ef4\u80fd\u91cf\u69fd<\/strong>\uff1aRecallDepth\u3001ImpressionDepth\u3001ExpressionDesire\u3001Creativity<br>\n&#8211; <strong>\u4e09\u5143\u7ec4\u8bb0\u5fc6\u683c\u5f0f<\/strong>\uff1ajudgment\uff08\u5224\u65ad\uff09+ reasoning\uff08\u63a8\u7406\uff09+ tags\uff08\u6807\u7b7e\uff09<br>\n&#8211; <strong>\u52a8\u6001\u5f3a\u5ea6\u7cfb\u7edf<\/strong>\uff1a\u8bb0\u5fc6\u6839\u636e\u4f7f\u7528\u9891\u7387\u52a8\u6001\u8c03\u6574\u5f3a\u5ea6<\/p>\n<h2 id=\"_2\">\u4e8c\u3001\u79fb\u690d\u6210\u679c\u603b\u89c8<\/h2>\n<h3 id=\"_3\">\u521b\u5efa\u7684\u6587\u4ef6<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u6587\u4ef6<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u5927\u5c0f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>scripts\/angel_memory_phase1.py<\/code><\/td>\n<td>Soul\u7cfb\u7edf + \u4e09\u5143\u7ec4\u8bb0\u5fc6 + core_memory\u5de5\u5177<\/td>\n<td>18KB<\/td>\n<\/tr>\n<tr>\n<td><code>scripts\/angel_memory_phase2.py<\/code><\/td>\n<td>\u77e5\u8bc6\u5e93 + \u7814\u7a76\u5b50\u4ee3\u7406 + BM25\u68c0\u7d22<\/td>\n<td>25KB<\/td>\n<\/tr>\n<tr>\n<td><code>scripts\/angel_memory_phase3.py<\/code><\/td>\n<td>\u7761\u7720\u5de9\u56fa + \u7075\u9b42\u5171\u9e23 + Debug<\/td>\n<td>18KB<\/td>\n<\/tr>\n<tr>\n<td><code>skills\/angel-memory-phase1\/SKILL.md<\/code><\/td>\n<td>Phase 1 \u6280\u80fd\u6587\u6863<\/td>\n<td>16KB<\/td>\n<\/tr>\n<tr>\n<td><code>skills\/angel-memory-phase2\/SKILL.md<\/code><\/td>\n<td>Phase 2 \u6280\u80fd\u6587\u6863<\/td>\n<td>19KB<\/td>\n<\/tr>\n<tr>\n<td><code>skills\/angel-memory-phase3\/SKILL.md<\/code><\/td>\n<td>Phase 3 \u6280\u80fd\u6587\u6863<\/td>\n<td>25KB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"_4\">\u6570\u636e\u5b58\u50a8\u7ed3\u6784<\/h3>\n<pre><code>~\/.hermes\/angel-memory\/\n\u251c\u2500\u2500 soul_state.json              # Soul\u56db\u7ef4\u80fd\u91cf\u69fd\u72b6\u6001\n\u251c\u2500\u2500 memories\/\n\u2502   \u2514\u2500\u2500 public\/\n\u2502       \u251c\u2500\u2500 knowledge.json       # \u77e5\u8bc6\u8bb0\u5fc6\n\u2502       \u251c\u2500\u2500 event.json           # \u4e8b\u4ef6\u8bb0\u5fc6\n\u2502       \u2514\u2500\u2500 feedback.json        # \u53cd\u9988\u8bb0\u5fc6\n\u251c\u2500\u2500 knowledge_base\/\n\u2502   \u251c\u2500\u2500 raw\/                     # \u77ed\u6761\u76ee\u77e5\u8bc6\u6587\u4ef6\n\u2502   \u251c\u2500\u2500 file_index.db            # \u6587\u4ef6\u7d22\u5f15\uff08SQLite\uff09\n\u2502   \u2514\u2500\u2500 note_index.db            # \u7b14\u8bb0\u7d22\u5f15\uff08SQLite\uff09\n\u2514\u2500\u2500 memories_backup\/\n    \u251c\u2500\u2500 backup_20260516_155627.json\n    \u2514\u2500\u2500 backup_20260516_155604.json\n<\/code><\/pre>\n<h2 id=\"phase-1soul\">\u4e09\u3001Phase 1\uff1aSoul\u7cfb\u7edf + \u4e09\u5143\u7ec4\u8bb0\u5fc6<\/h2>\n<h3 id=\"_5\">\u6838\u5fc3\u529f\u80fd<\/h3>\n<p><strong>1. Soul\u56db\u7ef4\u80fd\u91cf\u69fd<\/strong><\/p>\n<pre><code class=\"language-python\">class SoulState:\n    &quot;&quot;&quot;\u7075\u9b42\u72b6\u6001 &mdash; \u56db\u7ef4\u80fd\u91cf\u69fd + \u6a61\u76ae\u7b4b\u56de\u5f52\u7b97\u6cd5&quot;&quot;&quot;\n\n    DIMENSIONS = [&quot;RecallDepth&quot;, &quot;ImpressionDepth&quot;, &quot;ExpressionDesire&quot;, &quot;Creativity&quot;]\n\n    def __init__(self):\n        self.energy = {\n            &quot;RecallDepth&quot;: 10,        # \u53ec\u56de\u6df1\u5ea6\uff081-20\uff09\n            &quot;ImpressionDepth&quot;: 5,     # \u5370\u8c61\u6df1\u5ea6\uff081-10\uff09\n            &quot;ExpressionDesire&quot;: 0.5,   # \u8868\u8fbe\u6b32\u671b\uff080-1\uff09\n            &quot;Creativity&quot;: 0.5,         # \u521b\u9020\u529b\uff080-1\uff09\n        }\n\n    def rubber_band(self, dim, delta):\n        &quot;&quot;&quot;\u6a61\u76ae\u7b4b\u56de\u5f52\uff1a\u5f53\u80fd\u91cf\u504f\u79bb\u4e2d\u503c\u65f6\uff0c\u81ea\u52a8\u4ea7\u751f\u56de\u5f52\u529b&quot;&quot;&quot;\n        cfg = self.config[dim]\n        deviation = self.energy[dim] - cfg[&quot;mid&quot;]\n        rubber_force = -deviation * self.RUBBER_K  # \u56de\u5f52\u529b = -\u504f\u5dee * \u7cfb\u6570\n        self.energy[dim] += delta + rubber_force\n        self.energy[dim] = max(cfg[&quot;min&quot;], min(cfg[&quot;max&quot;], self.energy[dim]))\n<\/code><\/pre>\n<p><strong>2. \u4e09\u5143\u7ec4\u8bb0\u5fc6\u683c\u5f0f<\/strong><\/p>\n<pre><code class=\"language-json\">{\n  &quot;id&quot;: &quot;mem_876543&quot;,\n  &quot;memory_type&quot;: &quot;knowledge&quot;,\n  &quot;judgment&quot;: &quot;\u98de\u4e66\u662f\u5b57\u8282\u8df3\u52a8\u5f00\u53d1\u7684\u534f\u4f5c\u5e73\u53f0&quot;,\n  &quot;reasoning&quot;: &quot;\u7528\u6237\u5728\u98de\u4e66\u914d\u7f6e\u4e2d\u63d0\u4f9b\u4e86chat_id\uff0c\u8bf4\u660e\u6b63\u5728\u4f7f\u7528\u98de\u4e66\u8fdb\u884c\u901a\u4fe1&quot;,\n  &quot;tags&quot;: [&quot;\u98de\u4e66&quot;, &quot;\u5b57\u8282\u8df3\u52a8&quot;, &quot;\u534f\u4f5c\u5de5\u5177&quot;],\n  &quot;strength&quot;: 85,\n  &quot;is_active&quot;: true,\n  &quot;state_snapshot&quot;: {\n    &quot;RecallDepth&quot;: 12.5,\n    &quot;ImpressionDepth&quot;: 6.2,\n    &quot;ExpressionDesire&quot;: 0.45,\n    &quot;Creativity&quot;: 0.52\n  }\n}\n<\/code><\/pre>\n<p><strong>3. \u6838\u5fc3\u5de5\u5177\u51fd\u6570<\/strong><\/p>\n<ul>\n<li><code>core_memory_remember(content, reasoning, tags, memory_scope)<\/code> \u2014 \u94ed\u8bb0\u65b0\u8bb0\u5fc6<\/li>\n<li><code>core_memory_recall(query, limit, memory_scope)<\/code> \u2014 \u53ec\u56de\u76f8\u5173\u8bb0\u5fc6<\/li>\n<\/ul>\n<h3 id=\"_6\">\u5f3a\u5ea6\u8bc4\u5206\u673a\u5236<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u5f3a\u5ea6\u8303\u56f4<\/th>\n<th>\u542b\u4e49<\/th>\n<th>\u5904\u7406\u65b9\u5f0f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>90-100<\/td>\n<td>\u6838\u5fc3\u539f\u5219\/\u4ef7\u503c\u89c2<\/td>\n<td>\u6c38\u4e0d\u5220\u9664<\/td>\n<\/tr>\n<tr>\n<td>70-89<\/td>\n<td>\u91cd\u8981\u77e5\u8bc6<\/td>\n<td>\u9ad8\u4f18\u5148\u7ea7\u4fdd\u7559<\/td>\n<\/tr>\n<tr>\n<td>50-69<\/td>\n<td>\u4e00\u822c\u4fe1\u606f<\/td>\n<td>\u6b63\u5e38\u8870\u51cf<\/td>\n<\/tr>\n<tr>\n<td>20-49<\/td>\n<td>\u4e34\u65f6\u4fe1\u606f<\/td>\n<td>\u52a0\u901f\u8870\u51cf<\/td>\n<\/tr>\n<tr>\n<td>0-19<\/td>\n<td>\u5783\u573e\u8bb0\u5fc6<\/td>\n<td>\u7761\u7720\u65f6\u5220\u9664<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"phase-2\">\u56db\u3001Phase 2\uff1a\u77e5\u8bc6\u5e93 + \u7814\u7a76\u5b50\u4ee3\u7406<\/h2>\n<h3 id=\"_7\">\u6838\u5fc3\u529f\u80fd<\/h3>\n<p><strong>1. \u6587\u4ef6\u7d22\u5f15\u7ba1\u7406\u5668\uff08FileIndexManager\uff09<\/strong><\/p>\n<pre><code class=\"language-python\">class FileIndexManager:\n    &quot;&quot;&quot;\u6587\u4ef6\u8def\u5f84&rarr;\u6574\u6570ID \u53cc\u5411\u6620\u5c04\uff0c\u5185\u5b58\u7f13\u5b58\uff0cSQLite\u6301\u4e45\u5316&quot;&quot;&quot;\n\n    def get_or_create_file_id(self, relative_path: str, timestamp: int = 0) -&gt; int:\n        &quot;&quot;&quot;\u5148\u67e5\u540e\u63d2\u7b56\u7565\uff08\u5e42\u7b49\uff09&quot;&quot;&quot;\n        # \u67e5\u8be2\u5185\u5b58\u7f13\u5b58\n        if relative_path in self._path_cache:\n            return self._path_cache[relative_path]\n        # \u67e5\u8be2\u6570\u636e\u5e93\n        # \u63d2\u5165\u65b0\u8bb0\u5f55\n        return file_id\n<\/code><\/pre>\n<p><strong>2. \u77ed\u6761\u76ee\u7b14\u8bb0\u7d22\u5f15\uff08NoteService\uff09<\/strong><\/p>\n<p>\u6bcf\u6761\u7b14\u8bb0 \u2264100\u5b57\uff0c\u7528 <code>## \u4e8c\u7ea7\u6807\u9898<\/code> \u5206\u9694\uff1a<\/p>\n<pre><code class=\"language-markdown\">## \u5217\u8868\u63a8\u5bfc\u5f0f\u6027\u80fd\n[gen for gen in data] \u6bd4 append \u5faa\u73af\u5feb30%\u3002\u9002\u5408\u6570\u636e\u8f6c\u6362\u573a\u666f\u3002\n\n## \u5b57\u5178\u9ed8\u8ba4\u503c\nd.get(&#039;key&#039;, default) \u7528\u4e8e\u5b89\u5168\u83b7\u53d6\uff0c\u907f\u514dKeyError\u3002\u6bd4 d[&#039;key&#039;] if &#039;key&#039; in d \u66f4\u7b80\u6d01\u3002\n<\/code><\/pre>\n<p><strong>3. BM25\u68c0\u7d22\u5f15\u64ce<\/strong><\/p>\n<p>BM25\u662f\u4e00\u79cd\u7ecf\u5178\u7684\u6587\u672c\u68c0\u7d22\u7b97\u6cd5\uff0c\u8003\u8651\u4e86\u8bcd\u9891\u548c\u6587\u6863\u957f\u5ea6\uff1a<\/p>\n<pre><code class=\"language-python\">def score(self, query: str, text: str) -&gt; float:\n    &quot;&quot;&quot;\u8ba1\u7b97query\u5bf9text\u7684BM25\u5f97\u5206&quot;&quot;&quot;\n    query_terms = query.lower().split()\n    doc_len = len(text.lower().split())\n    avg_doc_len = max(doc_len, 1)\n\n    score = 0.0\n    for term in query_terms:\n        tf = text.lower().count(term)\n        idf = math.log((len(query_terms) + 0.5) \/ (tf + 0.5) + 1)\n        tf_component = (self.k1 * tf) \/ (self.k1 * ((1 - self.b) + self.b * doc_len \/ avg_doc_len) + tf)\n        score += idf * tf_component\n    return score\n<\/code><\/pre>\n<p><strong>4. \u7814\u7a76\u5b50\u4ee3\u7406\uff08research_fellow\uff09<\/strong><\/p>\n<pre><code class=\"language-markdown\"># \u7814\u7a76\u5458\u7cfb\u7edf\u63d0\u793a\u8bcd\n\n## \u5de5\u4f5c\u6d41\n1. \u5feb\u901f\u89c4\u5212\uff1a\u62c6\u89e3\u4e3a2-3\u4e2a\u5b50\u95ee\u9898\n2. \u8fb9\u8bfb\u8fb9\u8bb0\uff1a\u770b\u5230\u91cd\u70b9\u7acb\u5373\u4f7f\u7528\u8bb0\u5fc6\u5de5\u5177\n3. \u7efc\u5408\u62a5\u544a\uff1a\u57fa\u4e8e\u8bb0\u5fc6\u7b14\u8bb0\u6574\u5408\u77e5\u8bc6\n\n## \u5de5\u5177\u4f7f\u7528\n1. \u641c\u7d22\u5de5\u5177 &rarr; \u5b9a\u4f4d\u4fe1\u606f\u6e90\n2. \u9605\u8bfb\u5de5\u5177 &rarr; \u83b7\u53d6\u5b8c\u6574\u5185\u5bb9\n3. \u8bb0\u5fc6\u5de5\u5177 &rarr; \u5185\u5316\u5173\u952e\u77e5\u8bc6\n<\/code><\/pre>\n<h2 id=\"phase-3\">\u4e94\u3001Phase 3\uff1a\u7761\u7720\u5de9\u56fa + \u7075\u9b42\u5171\u9e23<\/h2>\n<h3 id=\"_8\">\u6838\u5fc3\u529f\u80fd<\/h3>\n<p><strong>1. \u7761\u7720\u5de9\u56fa\u6d41\u7a0b\uff08SleepService\uff09<\/strong><\/p>\n<pre><code>\u7761\u7720\u89e6\u53d1\uff08\u9ed8\u8ba43600\u79d2\uff09\n    &darr;\n\u3010\u524d\u7f6e\u7ef4\u62a4\u3011\u540c\u6b65\u77e5\u8bc6\u5e93\u7d22\u5f15\n    &darr;\n\u3010\u8bb0\u5fc6\u6e05\u7406\u3011\u5f31\u8bb0\u5fc6\u8870\u51cf\/\u5220\u9664\n    &darr;\n\u3010\u8bb0\u5fc6\u5f3a\u5316\u3011\u6d3b\u8dc3\u8bb0\u5fc6\u52a0\u5f3a\n    &darr;\n\u3010\u540e\u7f6e\u7ef4\u62a4\u3011JSON\u5907\u4efd + \u65e7\u5907\u4efd\u6e05\u7406\n<\/code><\/pre>\n<p>\u6e05\u7406\u89c4\u5219\uff1a<br>\n&#8211; \u4e3b\u52a8\u8bb0\u5fc6\uff08is_active=True\uff09\u6c38\u4e0d\u5220\u9664<br>\n&#8211; \u88ab\u52a8\u8bb0\u5fc6\uff08is_active=False\uff09strength\u226420 \u2192 \u5220\u9664<br>\n&#8211; 30\u5929\u672a\u53ec\u56de \u2192 \u52a0\u901f\u8870\u51cf<\/p>\n<p><strong>2. \u7075\u9b42\u5171\u9e23\uff08SoulResonance\uff09<\/strong><\/p>\n<pre><code class=\"language-python\">class SoulResonance:\n    &quot;&quot;&quot;\u7075\u9b42\u5171\u9e23 &mdash; \u5386\u53f2\u72b6\u6001\u5f71\u54cd\u5f53\u524d\u51b3\u7b56&quot;&quot;&quot;\n\n    RESONANCE_STRENGTH = 0.3  # \u88ab\u52a8\u5171\u9e23\u7cfb\u6570\n    MAX_INFLUENCE = 5.0       # \u6700\u5927\u5171\u9e23\u5f71\u54cd\n\n    @classmethod\n    def resonate_on_recall(cls, memories: List[BaseMemory]):\n        &quot;&quot;&quot;\n        \u6279\u91cf\u53ec\u56de\u65f6\u7684\u5171\u9e23\u5904\u7406\n\n        \u5f53\u53ec\u56de\u8bb0\u5fc6\u65f6\uff0c\u65e7\u8bb0\u5fc6\u7684\u72b6\u6001\u5feb\u7167\u901a\u8fc7\u5171\u9e23\u5f71\u54cd\u5f53\u524dSoul\u80fd\u91cf\n        \u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u7684&quot;\u60c5\u7eea\u60ef\u6027&quot;\u548c&quot;\u521b\u4f24\u5e94\u6fc0&quot;\n        &quot;&quot;&quot;\n        # \u6536\u96c6\u6240\u6709\u5feb\u7167\uff0c\u53d6\u5e73\u5747\u504f\u5dee\n        # \u5e94\u7528\u5171\u9e23\u7cfb\u6570\uff0c\u5f71\u54cd\u5f53\u524dSoul\u80fd\u91cf\n<\/code><\/pre>\n<p><strong>3. \u5de5\u4f5c\u6d41\u7edf\u4e00\u63a5\u53e3<\/strong><\/p>\n<pre><code class=\"language-python\">async def angel_memory_workflow(action: str, **kwargs) -&gt; Dict:\n    &quot;&quot;&quot;\n    \u652f\u6301\u52a8\u4f5c\uff1a\n    - remember: \u94ed\u8bb0\u8bb0\u5fc6\n    - recall: \u56de\u5fc6\u8bb0\u5fc6\n    - search: \u7efc\u5408\u68c0\u7d22\n    - sleep: \u89e6\u53d1\u7761\u7720\u5de9\u56fa\n    - backup: \u6267\u884c\u5907\u4efd\n    - sync: \u540c\u6b65\u77e5\u8bc6\u5e93\n    - status: \u83b7\u53d6\u7cfb\u7edf\u72b6\u6001\n    &quot;&quot;&quot;\n<\/code><\/pre>\n<h2 id=\"_9\">\u516d\u3001\u5b9a\u65f6\u4efb\u52a1\u914d\u7f6e<\/h2>\n<p>\u5df2\u521b\u5efa3\u4e2acron\u4efb\u52a1\u81ea\u52a8\u6267\u884c\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u4efb\u52a1<\/th>\n<th>\u8c03\u5ea6\u65f6\u95f4<\/th>\n<th>\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>angel-memory-sleep<\/code><\/td>\n<td>\u6bcf\u5c0f\u65f6\u6574\u70b9<\/td>\n<td>\u7761\u7720\u5de9\u56fa\u68c0\u67e5<\/td>\n<\/tr>\n<tr>\n<td><code>angel-memory-kb-sync<\/code><\/td>\n<td>\u6bcf\u5929\u51cc\u66683\u70b9<\/td>\n<td>\u77e5\u8bc6\u5e93\u540c\u6b65<\/td>\n<\/tr>\n<tr>\n<td><code>angel-memory-quarterly-review<\/code><\/td>\n<td>\u6bcf\u5b63\u5ea61\u65e59\u70b9<\/td>\n<td>\u5168\u9762\u529f\u80fd\u68c0\u67e5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"_10\">\u4e03\u3001\u9a8c\u8bc1\u547d\u4ee4<\/h2>\n<pre><code class=\"language-bash\"># \u8fd0\u884c\u7761\u7720\u5de9\u56fa\npython3 ~\/.hermes\/scripts\/angel_memory_phase3.py sleep\n\n# \u67e5\u770b\u5b8c\u6574\u72b6\u6001\npython3 ~\/.hermes\/scripts\/angel_memory_phase3.py status\n\n# \u5bfc\u51fa\u8bb0\u5fc6\npython3 ~\/.hermes\/scripts\/angel_memory_phase3.py export\n\n# \u67e5\u770bSoul\u72b6\u6001\ncat ~\/.hermes\/angel-memory\/soul_state.json\n\n# \u67e5\u770b\u5907\u4efd\nls -la ~\/.hermes\/angel-memory\/memories_backup\/\n<\/code><\/pre>\n<h2 id=\"_11\">\u516b\u3001\u4e0e\u539f\u9879\u76ee\u7684\u5dee\u5f02<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u529f\u80fd<\/th>\n<th>\u539f\u9879\u76ee<\/th>\n<th>\u79fb\u690d\u7248\u672c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5411\u91cf\u5b58\u50a8<\/td>\n<td>ChromaDB + FAISS<\/td>\n<td>\u7b80\u5316\u4e3aJSON\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u6392\u6a21\u578b<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u9884\u7559\u63a5\u53e3\uff08Phase 3\u6269\u5c55\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u683c\u5f0f\u89e3\u6790<\/td>\n<td>PDF\/Word\/Markdown<\/td>\n<td>\u4ec5\u652f\u6301Markdown\u77ed\u6761\u76ee<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u7a97\u53e3<\/td>\n<td>\u5206\u7ea7\u68c0\u7d22<\/td>\n<td>\u7b80\u5316\u4e3aBM25\u76f4\u51fa<\/td>\n<\/tr>\n<tr>\n<td>API\u63a5\u53e3<\/td>\n<td>AstrBot\u63d2\u4ef6<\/td>\n<td>\u72ec\u7acbPython\u811a\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"_12\">\u4e5d\u3001\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\u603b\u7ed3<\/h2>\n<ol>\n<li><strong>\u8bb0\u5fc6\u4e0d\u662f\u9759\u6001\u5b58\u50a8<\/strong>\uff1a\u8bb0\u5fc6\u5f3a\u5ea6\u4f1a\u6839\u636e\u4f7f\u7528\u9891\u7387\u52a8\u6001\u8c03\u6574<\/li>\n<li><strong>\u6a61\u76ae\u7b4b\u6548\u5e94<\/strong>\uff1a\u80fd\u91cf\u4f1a\u81ea\u52a8\u56de\u5f52\u4e2d\u503c\uff0c\u9632\u6b62\u504f\u79bb<\/li>\n<li><strong>\u77ed\u6761\u76ee\u4f18\u5148<\/strong>\uff1a\u6bcf\u6761\u77e5\u8bc6\u63a7\u5236\u5728100\u5b57\u4ee5\u5185\uff0c\u4fbf\u4e8e\u68c0\u7d22<\/li>\n<li><strong>\u7761\u7720\u5de9\u56fa<\/strong>\uff1a\u5b9a\u671f\u6e05\u7406\u5f31\u8bb0\u5fc6\uff0c\u5f3a\u5316\u6d3b\u8dc3\u8bb0\u5fc6<\/li>\n<li><strong>\u7075\u9b42\u5171\u9e23<\/strong>\uff1a\u5386\u53f2\u72b6\u6001\u5f71\u54cd\u5f53\u524d\u51b3\u7b56\uff0c\u5f62\u6210\u8fde\u8d2f\u7684&#8221;\u4eba\u683c&#8221;<\/li>\n<\/ol>\n<hr \/>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1ahttps:\/\/github.com\/kawayiYokami\/astrbot_plugin_angel_memory<\/p>\n<p><strong>\u79fb\u690d\u65e5\u671f<\/strong>\uff1a2026-05-17<\/p>\n<p><strong>\u79fb\u690d\u7248\u672c<\/strong>\uff1av1.0.0\uff08Phase 1 + Phase 2 + Phase 3 \u5b8c\u6574\u5b9e\u73b0\uff09<\/p>","protected":false},"excerpt":{"rendered":"<p>Angel Memory \u9879\u76ee\u79fb\u690d\u603b\u7ed3\uff1a\u8ba9AI\u62e5\u6709\u771f\u6b63\u7684\u8bb0\u5fc6\u80fd\u529b \u672c\u6587\u8bb0\u5f55\u4e86\u5c06 kawayiYokami\/as [&hellip;]<\/p>","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-932","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=932"}],"version-history":[{"count":1,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/932\/revisions"}],"predecessor-version":[{"id":933,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/932\/revisions\/933"}],"wp:attachment":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}