{"id":2593,"date":"2026-03-13T11:11:04","date_gmt":"2026-03-13T03:11:04","guid":{"rendered":"https:\/\/sanlangcode.com\/index.php\/2026\/03\/13\/openclaw%e4%b8%8a%e4%b8%8b%e6%96%87%e5%8e%8b%e7%bc%a9%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a6%82%e4%bd%95%e8%ae%a9ai%e8%ae%b0%e4%bd%8f%e6%9b%b4%e9%95%bf%e7%9a%84%e5%af%b9\/"},"modified":"2026-03-13T11:11:04","modified_gmt":"2026-03-13T03:11:04","slug":"openclaw%e4%b8%8a%e4%b8%8b%e6%96%87%e5%8e%8b%e7%bc%a9%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a6%82%e4%bd%95%e8%ae%a9ai%e8%ae%b0%e4%bd%8f%e6%9b%b4%e9%95%bf%e7%9a%84%e5%af%b9","status":"publish","type":"post","link":"https:\/\/sanlangcode.com\/index.php\/2026\/03\/13\/openclaw%e4%b8%8a%e4%b8%8b%e6%96%87%e5%8e%8b%e7%bc%a9%e6%8a%80%e6%9c%af%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a6%82%e4%bd%95%e8%ae%a9ai%e8%ae%b0%e4%bd%8f%e6%9b%b4%e9%95%bf%e7%9a%84%e5%af%b9\/","title":{"rendered":"OpenClaw\u4e0a\u4e0b\u6587\u538b\u7f29\u6280\u672f\u6df1\u5ea6\u89e3\u6790\uff1a\u5982\u4f55\u8ba9AI\u8bb0\u4f4f\u66f4\u957f\u7684\u5bf9\u8bdd"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">OpenClaw \u4e0a\u4e0b\u6587\u538b\u7f29\u6280\u672f\u6df1\u5ea6\u89e3\u6790\uff1a\u5982\u4f55\u8ba9AI\u8bb0\u4f4f\u66f4\u957f\u7684\u5bf9\u8bdd<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f15\u8a00<\/h2>\n\n\n\n<p>\u5728AI\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u4e00\u76f4\u662f\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u3002\u65e0\u8bba\u662fGPT-4\u7684128K\u4e0a\u4e0b\u6587\uff0c\u8fd8\u662fClaude\u7684200K\u7a97\u53e3\uff0c\u9762\u5bf9\u957f\u65f6\u95f4\u3001\u591a\u8f6e\u6b21\u7684\u5bf9\u8bdd\uff0c\u6a21\u578b\u603b\u4f1a&#8221;\u9057\u5fd8&#8221;\u65e9\u671f\u7684\u5185\u5bb9\u3002OpenClaw\u901a\u8fc7\u521b\u65b0\u7684<strong>\u667a\u80fd\u4e0a\u4e0b\u6587\u538b\u7f29<\/strong>\u6280\u672f\uff0c\u5de7\u5999\u5730\u89e3\u51b3\u4e86\u8fd9\u4e00\u96be\u9898\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790OpenClaw\u4e0a\u4e0b\u6587\u538b\u7f29\u7684\u5de5\u4f5c\u539f\u7406\u3001\u6280\u672f\u5b9e\u73b0\u548c\u5b9e\u9645\u5e94\u7528\uff0c\u63ed\u793a\u8fd9\u4e00\u6280\u672f\u5982\u4f55\u8ba9AI\u52a9\u624b\u62e5\u6709&#8221;\u957f\u671f\u8bb0\u5fc6&#8221;\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u95ee\u9898\u80cc\u666f\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981\u4e0a\u4e0b\u6587\u538b\u7f29\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f20\u7edf\u9650\u5236<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>Token\u9650\u5236<\/strong>\uff1a\u6240\u6709LLM\u90fd\u6709\u56fa\u5b9a\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3<\/li><li><strong>\u6210\u672c\u95ee\u9898<\/strong>\uff1a\u957f\u4e0a\u4e0b\u6587\u610f\u5473\u7740\u66f4\u9ad8\u7684API\u6210\u672c<\/li><li><strong>\u6027\u80fd\u4e0b\u964d<\/strong>\uff1a\u8fc7\u957f\u7684\u4e0a\u4e0b\u6587\u4f1a\u5f71\u54cd\u63a8\u7406\u901f\u5ea6\u548c\u8d28\u91cf<\/li><li><strong>\u4fe1\u606f\u5197\u4f59<\/strong>\uff1a\u5bf9\u8bdd\u4e2d\u5927\u91cf\u5185\u5bb9\u662f\u91cd\u590d\u6216\u6b21\u8981\u7684<\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u73b0\u5b9e\u9700\u6c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6280\u672f\u8ba8\u8bba\u53ef\u80fd\u6301\u7eed\u6570\u5929<\/li><li>\u9879\u76ee\u7ba1\u7406\u9700\u8981\u8ddf\u8e2a\u957f\u671f\u8fdb\u5c55<\/li><li>\u4e2a\u6027\u5316\u52a9\u624b\u9700\u8981\u8bb0\u4f4f\u7528\u6237\u504f\u597d<\/li><li>\u590d\u6742\u4efb\u52a1\u9700\u8981\u591a\u6b65\u9aa4\u534f\u4f5c<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">OpenClaw\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u667a\u80fd\u5feb\u7167\uff08Snapshot\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u601d\u60f3\uff1a\u4e0d\u662f\u5220\u9664\uff0c\u800c\u662f\u63d0\u70bc<\/h3>\n\n\n\n<p>OpenClaw\u91c7\u7528\u4e86\u4e00\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u601d\u8def\u2014\u2014<strong>\u8bed\u4e49\u538b\u7f29<\/strong>\u800c\u975e<strong>\u6570\u636e\u538b\u7f29<\/strong>\u3002\u5b83\u4e0d\u5220\u9664\u4fe1\u606f\uff0c\u800c\u662f\u5c06\u5197\u957f\u7684\u5bf9\u8bdd\u5386\u53f2\u63d0\u70bc\u6210\u7cbe\u534e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u539f\u59cb\u5bf9\u8bdd\uff081000 tokens\uff09\n    \u2193\n\u667a\u80fd\u5206\u6790\uff08\u8bc6\u522b\u5173\u952e\u4fe1\u606f\uff09\n    \u2193\n\u8bed\u4e49\u63d0\u70bc\uff08\u751f\u6210\u6d53\u7f29\u6458\u8981\uff09\n    \u2193\n\u5feb\u7167\u521b\u5efa\uff08\u4fdd\u7559\u6838\u5fc3\u4e0a\u4e0b\u6587\uff09\n    \u2193\n\u7ee7\u7eed\u5bf9\u8bdd\uff08\u57fa\u4e8e\u5feb\u7167\u800c\u975e\u539f\u59cb\u5386\u53f2\uff09<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u5b9e\u73b0\u7ec6\u8282<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u89e6\u53d1\u673a\u5236<\/h3>\n\n\n\n<p>OpenClaw\u5728\u591a\u4e2a\u5c42\u9762\u68c0\u6d4b\u662f\u5426\u9700\u8981\u538b\u7f29\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\">def should_compress(session):\n    # Token\u6570\u91cf\u63a5\u8fd1\u9650\u5236\n    if session.tokens &gt; config.max_tokens * 0.8:\n        return True\n    \n    # \u5bf9\u8bdd\u8f6e\u6570\u8fc7\u591a\n    if session.turn_count &gt; config.max_turns:\n        return True\n    \n    # \u68c0\u6d4b\u5230\u4fe1\u606f\u5197\u4f59\n    if calculate_redundancy(session.messages) &gt; threshold:\n        return True\n    \n    # \u7528\u6237\u624b\u52a8\u89e6\u53d1\n    if session.manual_compression_requested:\n        return True\n    \n    return False<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5173\u952e\u4fe1\u606f\u63d0\u53d6\u7b97\u6cd5<\/h3>\n\n\n\n<p>\u7cfb\u7edf\u901a\u8fc7\u591a\u5c42\u5206\u6790\u8bc6\u522b\u91cd\u8981\u5185\u5bb9\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e00\u5c42\uff1a\u8bed\u4e49\u91cd\u8981\u6027\u8bc4\u5206<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\">def score_message_importance(message):\n    score = 0\n    \n    # \u7528\u6237\u6307\u4ee4\uff08\u9ad8\u91cd\u8981\u6027\uff09\n    if is_user_instruction(message):\n        score += 10\n    \n    # \u7cfb\u7edf\u51b3\u7b56\uff08\u9ad8\u91cd\u8981\u6027\uff09\n    if contains_decision(message):\n        score += 8\n    \n    # \u9519\u8bef\/\u5f02\u5e38\u4fe1\u606f\uff08\u4e2d\u9ad8\u91cd\u8981\u6027\uff09\n    if contains_error(message):\n        score += 6\n    \n    # \u6280\u672f\u7ec6\u8282\uff08\u4e2d\u91cd\u8981\u6027\uff09\n    if contains_technical_detail(message):\n        score += 4\n    \n    # \u786e\u8ba4\/\u95ee\u5019\uff08\u4f4e\u91cd\u8981\u6027\uff09\n    if is_confirmation_or_greeting(message):\n        score += 1\n    \n    return score<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e8c\u5c42\uff1a\u4e0a\u4e0b\u6587\u4f9d\u8d56\u5206\u6790<\/h4>\n\n\n\n<p>\u8bc6\u522b\u6d88\u606f\u4e4b\u95f4\u7684\u903b\u8f91\u5173\u7cfb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u95ee\u9898 \u2192 \u56de\u7b54 \u2192 \u53cd\u9988 \u94fe<\/li><li>\u6307\u4ee4 \u2192 \u6267\u884c \u2192 \u7ed3\u679c \u94fe<\/li><li>\u9519\u8bef \u2192 \u8bca\u65ad \u2192 \u4fee\u590d \u94fe<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e09\u5c42\uff1a\u65f6\u95f4\u8870\u51cf\u6743\u91cd<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\">def time_decay_weight(message_index, total_messages):\n    # \u8d8a\u8fd1\u7684\u6d88\u606f\u6743\u91cd\u8d8a\u9ad8\n    recency = 1 - (message_index \/ total_messages)\n    return 0.3 + 0.7 * recency  # \u57fa\u7840\u6743\u91cd30%\uff0c\u8fd1\u671f\u6027\u8d21\u732e70%<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u667a\u80fd\u6458\u8981\u751f\u6210<\/h3>\n\n\n\n<p>\u8fd9\u662f\u538b\u7f29\u7684\u6838\u5fc3\uff0c\u4f7f\u7528LLM\u751f\u6210\u81ea\u7136\u8bed\u8a00\u6458\u8981\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\">async def generate_compressed_summary(messages):\n    prompt = f\"\"\"\n    \u8bf7\u5c06\u4ee5\u4e0b\u5bf9\u8bdd\u5386\u53f2\u538b\u7f29\u4e3a\u7b80\u6d01\u7684\u6458\u8981\uff0c\u4fdd\u7559\uff1a\n    \n    1. \u7528\u6237\u7684\u6838\u5fc3\u9700\u6c42\u548c\u76ee\u6807\n    2. \u91cd\u8981\u7684\u51b3\u7b56\u548c\u9009\u62e9\u7406\u7531\n    3. \u5df2\u5b8c\u6210\u7684\u4efb\u52a1\u548c\u7ed3\u679c\n    4. \u5f85\u89e3\u51b3\u7684\u95ee\u9898\u548c\u4e0b\u4e00\u6b65\u8ba1\u5212\n    5. \u7528\u6237\u7684\u504f\u597d\u548c\u8bbe\u7f6e\n    \n    \u5bf9\u8bdd\u5386\u53f2\uff1a\n    {format_messages_for_summary(messages)}\n    \n    \u6458\u8981\u683c\u5f0f\uff1a\n    \u3010\u6838\u5fc3\u9700\u6c42\u3011...\n    \u3010\u5173\u952e\u51b3\u7b56\u3011...\n    \u3010\u5b8c\u6210\u4e8b\u9879\u3011...\n    \u3010\u5f85\u529e\u4e8b\u9879\u3011...\n    \u3010\u7528\u6237\u504f\u597d\u3011...\n    \"\"\"\n    \n    return await llm.generate(prompt)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5feb\u7167\u6570\u636e\u7ed3\u6784<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"json\">{\n  \"snapshot_id\": \"snap_20250313_0145_abc123\",\n  \"created_at\": \"2026-03-13T01:45:00Z\",\n  \"original_stats\": {\n    \"token_count\": 12500,\n    \"message_count\": 85,\n    \"duration_hours\": 3.5\n  },\n  \"compressed_stats\": {\n    \"token_count\": 850,\n    \"compression_ratio\": 93.2\n  },\n  \"summary\": {\n    \"core_requirements\": \"\u7528\u6237\u9700\u8981\u5f00\u53d1\u4e00\u4e2aPython\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177...\",\n    \"key_decisions\": \"\u9009\u62e9\u4f7f\u7528Plotly\u800c\u975eMatplotlib...\",\n    \"completed_tasks\": \"\u6570\u636e\u6e05\u6d17\u6a21\u5757\u5df2\u5b8c\u6210...\",\n    \"pending_issues\": \"\u9700\u8981\u4f18\u5316\u6027\u80fd\u5904\u7406\u5927\u578b\u6570\u636e\u96c6...\",\n    \"user_preferences\": \"\u504f\u597d\u6697\u8272\u4e3b\u9898\uff0c\u8f93\u51fa\u4fdd\u5b58\u4e3aPDF...\"\n  },\n  \"metadata\": {\n    \"project_name\": \"\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\",\n    \"technologies\": [\"Python\", \"Plotly\", \"Pandas\"],\n    \"priority\": \"high\",\n    \"deadline\": \"2026-03-20\"\n  },\n  \"continuation_context\": \"\u5f53\u524d\u6b63\u5728\u8ba8\u8bba\u6027\u80fd\u4f18\u5316\u65b9\u6848...\"\n}<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u538b\u7f29\u7b56\u7565\u5206\u7c7b<\/h2>\n\n\n\n<p>OpenClaw\u6839\u636e\u4e0a\u4e0b\u6587\u60c5\u51b5\u91c7\u7528\u4e0d\u540c\u7684\u538b\u7f29\u7b56\u7565\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8f7b\u5ea6\u538b\u7f29\uff08\u4fdd\u7559\u7ec6\u8282\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u9002\u7528<\/strong>\uff1a\u6280\u672f\u8ba8\u8bba\u3001\u4ee3\u7801\u5ba1\u67e5<\/li><li><strong>\u4fdd\u7559<\/strong>\uff1a\u5177\u4f53\u53c2\u6570\u3001\u4ee3\u7801\u7247\u6bb5\u3001\u6280\u672f\u7ec6\u8282<\/li><li><strong>\u538b\u7f29\u7387<\/strong>\uff1a30-50%<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u4e2d\u5ea6\u538b\u7f29\uff08\u6458\u8981\u5173\u952e\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u9002\u7528<\/strong>\uff1a\u9879\u76ee\u89c4\u5212\u3001\u4efb\u52a1\u7ba1\u7406<\/li><li><strong>\u4fdd\u7559<\/strong>\uff1a\u51b3\u7b56\u3001\u8fdb\u5ea6\u3001\u4e0b\u4e00\u6b65<\/li><li><strong>\u538b\u7f29\u7387<\/strong>\uff1a70-85%<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u91cd\u5ea6\u538b\u7f29\uff08\u53ea\u7559\u7ed3\u8bba\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u9002\u7528<\/strong>\uff1a\u95f2\u804a\u3001\u91cd\u590d\u8ba8\u8bba<\/li><li><strong>\u4fdd\u7559<\/strong>\uff1a\u6700\u7ec8\u7ed3\u8bba\u3001\u7528\u6237\u504f\u597d<\/li><li><strong>\u538b\u7f29\u7387<\/strong>\uff1a90-95%<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b1\uff1a\u591a\u65e5\u6280\u672f\u8ba8\u8bba<\/h3>\n\n\n\n<p><strong>\u539f\u59cb\u5bf9\u8bdd<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7b2c1\u5929\uff1a\u9700\u6c42\u5206\u6790\uff0c\u6280\u672f\u9009\u578b\uff082000 tokens\uff09<\/li><li>\u7b2c2\u5929\uff1a\u67b6\u6784\u8bbe\u8ba1\uff0c\u6a21\u5757\u5212\u5206\uff081800 tokens\uff09<\/li><li>\u7b2c3\u5929\uff1a\u5177\u4f53\u5b9e\u73b0\uff0c\u4ee3\u7801\u7f16\u5199\uff082500 tokens\uff09<\/li><li>\u7b2c4\u5929\uff1a\u6d4b\u8bd5\u8c03\u8bd5\uff0c\u95ee\u9898\u4fee\u590d\uff081500 tokens\uff09<\/li><\/ul>\n\n\n\n<p><strong>\u538b\u7f29\u540e<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u9879\u76ee\u3011Python\u6570\u636e\u7ba1\u9053\u5f00\u53d1\n\u3010\u9700\u6c42\u3011\u4ece\u591a\u4e2aAPI\u6536\u96c6\u6570\u636e\uff0c\u6e05\u6d17\u540e\u5b58\u5165\u6570\u636e\u5e93\uff0c\u63d0\u4f9bREST API\u67e5\u8be2\n\u3010\u67b6\u6784\u3011\u4f7f\u7528FastAPI + SQLAlchemy + Celery\uff0c\u5fae\u670d\u52a1\u67b6\u6784\n\u3010\u8fdb\u5ea6\u3011\u6570\u636e\u6536\u96c6\u6a21\u5757\u5b8c\u6210\uff0c\u6e05\u6d17\u6a21\u5757\u5f00\u53d1\u4e2d\n\u3010\u95ee\u9898\u3011API\u901f\u7387\u9650\u5236\u9700\u8981\u5904\u7406\uff0c\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u5f85\u4f18\u5316\n\u3010\u4e0b\u4e00\u6b65\u3011\u5b8c\u6210\u6e05\u6d17\u6a21\u5757\uff0c\u5b9e\u73b0\u7f13\u5b58\u5c42<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b2\uff1a\u4e2a\u6027\u5316\u52a9\u624b\u8bb0\u5fc6<\/h3>\n\n\n\n<p><strong>\u7528\u6237\u5386\u53f2<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>&#8220;\u6211\u559c\u6b22\u7528Markdown\u683c\u5f0f&#8221;<\/li><li>&#8220;\u8bf7\u628a\u7ed3\u679c\u53d1\u5230179874957@qq.com&#8221;<\/li><li>&#8220;\u4e0d\u8981\u7528wttr.in\uff0c\u7528\u4e2d\u56fd\u5929\u6c14\u7f51&#8221;<\/li><li>&#8220;PPT\u6587\u4ef6\u81ea\u52a8\u53d1\u9001\u5230\u6211\u7684\u90ae\u7bb1&#8221;<\/li><\/ul>\n\n\n\n<p><strong>\u538b\u7f29\u63d0\u53d6<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u683c\u5f0f\u504f\u597d\u3011Markdown\n\u3010\u90ae\u7bb1\u5730\u5740\u3011179874957@qq.com\uff08\u6240\u6709\u8f93\u51fa\uff09\n\u3010\u5929\u6c14\u67e5\u8be2\u3011\u4f7f\u7528\u4e2d\u56fd\u5929\u6c14\u7f51\uff0c\u4e0d\u7528wttr.in\n\u3010PPT\u5904\u7406\u3011\u81ea\u52a8\u53d1\u9001\u5230\u90ae\u7bb1<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u4f18\u52bf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8bed\u4e49\u4fdd\u6301\u6027<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e0d\u662f\u7b80\u5355\u7684\u5173\u952e\u8bcd\u63d0\u53d6<\/li><li>\u4fdd\u6301\u5bf9\u8bdd\u7684\u903b\u8f91\u8fde\u8d2f\u6027<\/li><li>\u7406\u89e3\u4e0a\u4e0b\u6587\u4e2d\u7684\u9690\u542b\u4fe1\u606f<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u81ea\u9002\u5e94\u538b\u7f29<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6839\u636e\u5185\u5bb9\u7c7b\u578b\u8c03\u6574\u538b\u7f29\u5f3a\u5ea6<\/li><li>\u6280\u672f\u5185\u5bb9\u5c11\u538b\u7f29\uff0c\u95f2\u804a\u591a\u538b\u7f29<\/li><li>\u52a8\u6001\u8c03\u6574\u4fdd\u7559\u7684\u4fe1\u606f\u7c92\u5ea6<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u53ef\u6062\u590d\u6027<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5feb\u7167\u53ef\u4ee5\u5c55\u5f00\u67e5\u770b\u8be6\u60c5<\/li><li>\u652f\u6301\u65f6\u95f4\u70b9\u6062\u590d<\/li><li>\u63d0\u4f9b\u538b\u7f29\u524d\u540e\u7684\u5bf9\u6bd4<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u6027\u80fd\u4f18\u5316<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5f02\u6b65\u538b\u7f29\u4e0d\u963b\u585e\u5bf9\u8bdd<\/li><li>\u589e\u91cf\u66f4\u65b0\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97<\/li><li>\u7f13\u5b58\u673a\u5236\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u73b0\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6311\u62181\uff1a\u6458\u8981\u8d28\u91cf<\/h3>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1aLLM\u53ef\u80fd\u8bef\u89e3\u6216\u9057\u6f0f\u91cd\u8981\u4fe1\u606f <strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u591a\u8f6e\u9a8c\u8bc1\u673a\u5236<\/li><li>\u91cd\u8981\u6027\u52a0\u6743\u786e\u4fdd\u5173\u952e\u4fe1\u606f<\/li><li>\u7528\u6237\u786e\u8ba4\u9009\u9879<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6311\u62182\uff1a\u538b\u7f29\u65f6\u673a<\/h3>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u4f55\u65f6\u538b\u7f29\u6700\u5408\u9002\uff1f <strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u57fa\u4e8etoken\u4f7f\u7528\u7387\u7684\u9884\u6d4b<\/li><li>\u5bf9\u8bdd\u81ea\u7136\u65ad\u70b9\u68c0\u6d4b<\/li><li>\u7528\u6237\u624b\u52a8\u63a7\u5236\u9009\u9879<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6311\u62183\uff1a\u4e0a\u4e0b\u6587\u91cd\u5efa<\/h3>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u538b\u7f29\u540e\u5982\u4f55\u7ee7\u7eed\u5bf9\u8bdd\uff1f <strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4fdd\u7559\u5bf9\u8bdd\u72b6\u6001\u673a<\/li><li>\u7ef4\u62a4\u4efb\u52a1\u6808<\/li><li>\u4e0a\u4e0b\u6587\u6865\u63a5\u6280\u672f<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">CLI\u547d\u4ee4\u4f7f\u7528<\/h2>\n\n\n\n<p>OpenClaw\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u5feb\u7167\u7ba1\u7406\u547d\u4ee4\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"bash\"># \u67e5\u770b\u5f53\u524d\u4f1a\u8bdd\u72b6\u6001\nopenclaw session status\n\n# \u624b\u52a8\u521b\u5efa\u5feb\u7167\nopenclaw session snapshot\n\n# \u67e5\u770b\u6240\u6709\u5feb\u7167\nopenclaw session snapshots list\n\n# \u6062\u590d\u5230\u7279\u5b9a\u5feb\u7167\nopenclaw session snapshots restore snap_20250313_0145_abc123\n\n# \u5220\u9664\u5feb\u7167\nopenclaw session snapshots delete snap_20250313_0145_abc123\n\n# \u5bfc\u51fa\u5feb\u7167\u8be6\u60c5\nopenclaw session snapshots export snap_20250313_0145_abc123 --format json<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u914d\u7f6e\u9009\u9879<\/h2>\n\n\n\n<p>\u5728OpenClaw\u914d\u7f6e\u6587\u4ef6\u4e2d\u53ef\u4ee5\u8c03\u6574\u538b\u7f29\u884c\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"yaml\">session:\n  compression:\n    # \u89e6\u53d1\u9608\u503c\n    token_threshold: 0.8  # \u8fbe\u5230\u9650\u5236\u768480%\u65f6\u89e6\u53d1\n    turn_threshold: 50    # 50\u8f6e\u5bf9\u8bdd\u540e\u89e6\u53d1\n    \n    # \u538b\u7f29\u5f3a\u5ea6\n    min_compression_ratio: 0.3  # \u81f3\u5c11\u538b\u7f2930%\n    target_compression_ratio: 0.7  # \u76ee\u6807\u538b\u7f2970%\n    \n    # \u4fdd\u7559\u7b56\u7565\n    preserve_user_preferences: true\n    preserve_decisions: true\n    preserve_errors: true\n    preserve_code_snippets: true\n    \n    # \u6027\u80fd\u8bbe\u7f6e\n    async_compression: true\n    cache_duration: 3600  # \u7f13\u5b581\u5c0f\u65f6<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4e2a\u6027\u5316\u538b\u7f29\u7b56\u7565<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5b66\u4e60\u7528\u6237\u7684\u5173\u6ce8\u70b9\u6a21\u5f0f<\/li><li>\u81ea\u9002\u5e94\u4fe1\u606f\u91cd\u8981\u6027\u5224\u65ad<\/li><li>\u4e2a\u6027\u5316\u6458\u8981\u98ce\u683c<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u591a\u6a21\u6001\u538b\u7f29<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u652f\u6301\u56fe\u50cf\u3001\u6587\u6863\u7684\u8bed\u4e49\u538b\u7f29<\/li><li>\u8de8\u6a21\u6001\u4fe1\u606f\u5173\u8054<\/li><li>\u5bcc\u5a92\u4f53\u5185\u5bb9\u6458\u8981<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5206\u5e03\u5f0f\u8bb0\u5fc6<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u5171\u4eab<\/li><li>\u957f\u671f\u8bb0\u5fc6\u5e93\u6784\u5efa<\/li><li>\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5b9e\u65f6\u534f\u4f5c<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u591a\u4eba\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u7ba1\u7406<\/li><li>\u89d2\u8272\u611f\u77e5\u7684\u538b\u7f29<\/li><li>\u534f\u4f5c\u4efb\u52a1\u72b6\u6001\u8ddf\u8e2a<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p>OpenClaw\u7684\u4e0a\u4e0b\u6587\u538b\u7f29\u6280\u672f\u4ee3\u8868\u4e86AI\u5bf9\u8bdd\u7cfb\u7edf\u53d1\u5c55\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002\u5b83\u901a\u8fc7\uff1a<\/p>\n\n\n\n<ol 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