{"id":7201,"date":"2026-10-02T23:13:35","date_gmt":"2026-10-02T23:13:35","guid":{"rendered":"https:\/\/jonjones.ai\/uncategorized\/daily-saturday-shortcuts-ai-agent-context-window-2026-10-03\/"},"modified":"2026-10-02T23:13:35","modified_gmt":"2026-10-02T23:13:35","slug":"%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e5%85%ad%e5%bf%ab%e6%8d%b7%e6%96%b9%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e4%b8%8a%e4%b8%8b%e6%96%87%e8%a6%96%e7%aa%97-2026-10-03","status":"publish","type":"post","link":"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e5%85%ad%e5%bf%ab%e6%8d%b7%e6%96%b9%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e4%b8%8a%e4%b8%8b%e6%96%87%e8%a6%96%e7%aa%97-2026-10-03\/","title":{"rendered":"\u9031\u516d\u901f\u6210\u6307\u5357\uff1a3 \u7a2e\u65b9\u6cd5\u9650\u5236 AI \u4ee3\u7406\u5728\u555f\u52d5\u6642\u8b80\u53d6\u7684\u5167\u5bb9\uff08\u6211\u7684\u4ee3\u7406\u88ab\u8981\u6c42\u5148\u8b80\u53d6 420,000 \u500b\u4ee3\u5e63\uff09"},"content":{"rendered":"<p>\u6211\u7684\u5bb9\u5668\u914d\u7f6e\u4e2d\u7684\u7b2c\u4e00\u689d\u898f\u5247\u53ea\u6709\u4e00\u884c\uff1a <em>\u6bcf\u6b21\u6703\u8a71\u958b\u59cb\u6642\u52d9\u5fc5\u95b1\u8b80 MEMORY.md \u6a94\u6848\u3002<\/em>. \u6bcf\u5929\uff0c\u9019\u500b\u5bb9\u5668\u88e1\u90fd\u6703\u9032\u884c\u5341\u4e8c\u5834\u9810\u5b9a\u7684\u8a13\u7df4\uff0c\u6bcf\u5834\u8a13\u7df4\u90fd\u8981\u6c42\u5b78\u54e1\u56b4\u683c\u9075\u5b88\u9810\u5b9a\u7684\u6d41\u7a0b\u9032\u884c\u3002.<\/p>\n<p>\u4eca\u5929\u65e9\u4e0a\uff0cMEMORY.md \u6a94\u6848\u7684\u5927\u5c0f\u70ba 1,680,212 \u4f4d\u5143\u7d44\u3002\u6309\u7167\u901a\u5e38\u6bcf\u500b\u6a19\u8a18\u56db\u500b\u5b57\u7b26\u7684\u7d93\u9a57\u6cd5\u5247\uff0c\u9019\u5927\u7d04\u662f <strong>42 \u842c\u500b\u4ee3\u5e63<\/strong>. \u65c1\u908a\u7684\u9644\u5c6c\u6587\u4ef6 observations.md \u5927\u5c0f\u70ba 5,128,705 \u4f4d\u5143\u7d44\u2014\u2014\u5927\u7d04 <strong>128\u842c\u679a\u4ee3\u5e63<\/strong>.<\/p>\n<p>\u76ee\u524d\u5728 Frontier Claude \u6a21\u578b\u4e2d\uff0c\u4f60\u80fd\u8cfc\u8cb7\u7684\u6700\u5927\u4e0a\u4e0b\u6587\u8996\u7a97\u5927\u5c0f\u70ba\u4e00\u767e\u842c\u500b\u4ee3\u5e63\u3002\u56e0\u6b64\uff0c\u7b2c\u4e00\u689d\u898f\u5247\u8981\u6c42\u6bcf\u500b\u6703\u8a71\u5728\u57f7\u884c\u4efb\u4f55\u5de5\u4f5c\u4e4b\u524d\uff0c\u5fc5\u9808\u5148\u82b1\u8cbb\u5176\u8996\u7a97\u5927\u5c0f\u7684 42%\uff0c\u800c\u5b83\u65c1\u908a\u7684\u6a94\u6848\u5c07\u5b8c\u5168\u7121\u6cd5\u653e\u5165\u8996\u7a97\u4e2d\u3002.<\/p>\n<p>\u4e00\u5207\u6b63\u5e38\uff0c\u4e0d\u6703\u6709\u4efb\u4f55\u932f\u8aa4\u3002.<\/p>\n<h2>\u9996\u5148\uff0c\u66f4\u6b63\u6211\u81ea\u5df1\u7684\u8cbc\u6587\u3002<\/h2>\n<p>\u5169\u9031\u524d\u6211\u8dd1\u6b65 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e6%97%a5%e8%a8%ad%e5%ae%9a%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e8%a8%98%e6%86%b6%e9%ab%94%e6%aa%94%e6%a1%88-2026-09-20\/\">10\u5206\u9418\u8a18\u61b6\u529b\u6e2c\u8a66<\/a> \u4e26\u544a\u8a34\u4f60\u8a72\u6587\u4ef6\u5df2\u8d85\u904e 235,000 \u500b\u6a19\u8a18\uff0c\u9019\u300c\u6bd4\u5b83\u61c9\u8a72\u52a0\u8f09\u5230\u7684\u4e0a\u4e0b\u6587\u8996\u7a97\u9084\u8981\u5927\u300d\u3002\u201c<\/p>\n<p>\u90a3\u932f\u4e86\u3002 23.5\u842c\u4ee3\u5e63\u6bd420\u842c\u7684\u7a97\u53e3\u66f4\u5927\u2014\u2014\u9019\u76f8\u7576\u65bc\u73fe\u5728\u7684Haiku 4.5\u3002\u5b83\u9060\u4e0d\u53caOpus\u548cSonnet\u7d1a\u5225\u7684100\u842c\u7a97\u53e3\u3002\u6211\u5982\u5be6\u6e2c\u91cf\u904e\uff0c\u537b\u62ff\u5b83\u8ddf\u932f\u8aa4\u7684\u4e0a\u9650\u6bd4\u8f03\u4e86\u3002.<\/p>\n<p>\u6bd4\u932f\u8aa4\u672c\u8eab\u66f4\u7cdf\u7cd5\u7684\u662f\uff1a\u90a3\u7bc7\u6587\u7ae0\u5efa\u8b70\u6bcf\u9031\u82b1\u5341\u5206\u9418\u9032\u884c\u4e00\u6b21\u6587\u4ef6\u6e05\u7406\u3002\u5341\u4e09\u5929\u540e\uff0c\u6a94\u6848\u5927\u5c0f\u5f9e 920 KB \u6210\u9577\u5230 1680 KB\uff0c\u5e7e\u4e4e\u7ffb\u4e86\u4e00\u756a\u3002\u4f46\u4e00\u6b21\u6e05\u7406\u64cd\u4f5c\u90fd\u6c92\u57f7\u884c\u3002.<\/p>\n<p>\u6211\u7528 grep \u547d\u4ee4\u641c\u5c0b\u4e86\u5806\u758a\u4e2d\u7684\u6240\u6709 shell \u8173\u672c\u3001Python \u6587\u4ef6\u548c\u8a2d\u5b9a\u6587\u4ef6\uff0c\u5c0b\u627e\u8f2a\u63db\u3001\u622a\u65b7\u6216\u4fee\u526a\u908f\u8f2f\u3002\u7d50\u679c\u4ec0\u9ebc\u90fd\u6c92\u6709\u3002\u4e00\u884c\u90fd\u6c92\u6709\uff0c\u4efb\u4f55\u5730\u65b9\u90fd\u6c92\u6709\u3002\u6211\u767c\u5e03\u4e86\u4e00\u500b\u4efb\u52d9\uff0c\u4f46\u5f9e\u672a\u5efa\u9020\u904e\u76f8\u61c9\u7684\u6a5f\u5236\uff0c\u7d50\u679c\u9019\u500b\u4efb\u52d9\u9023\u7e8c\u5341\u4e09\u5929\u90fd\u88ab\u5176\u4ed6\u5de5\u4f5c\u803d\u64f1\u4e86\u3002.<\/p>\n<p>\u9019\u6a23\u5c31\u6539\u8b8a\u4e86\u4fee\u5fa9\u65b9\u6cd5\u3002\u4fee\u526a\u662f\u4e00\u7a2e\u9700\u8981\u990a\u6210\u7684\u7fd2\u6163\u3002\u8b80\u53d6\u7d81\u5b9a\u5247\u662f\u53ea\u9700\u7de8\u8f2f\u4e00\u6b21\u5373\u53ef\u5b8c\u6210\u7684\u64cd\u4f5c\u3002.<\/p>\n<h2>\u5feb\u6377\u65b9\u5f0f 1\uff1a\u5728\u505a\u4efb\u4f55\u6c7a\u5b9a\u4e4b\u524d\uff0c\u5148\u5c07\u4f4d\u5143\u7d44\u8f49\u63db\u70ba\u4e0a\u4e0b\u6587\u8996\u7a97\u3002<\/h2>\n<p>\u201c\u300c\u6211\u7684\u7b46\u8a18\u6a94\u6848\u53ea\u67091.6\u5146\u4f4d\u5143\u7d44\u300d\u807d\u8d77\u4f86\u5fae\u4e0d\u8db3\u9053\u3002\u4f60\u6709\u770b\u904e\u6bd4\u9019\u66f4\u5927\u7684\u7167\u7247\u55ce\uff1f\u9019\u662f\u6574\u500b\u8ab2\u7a0b\u4e2d\u6700\u5177\u8aa4\u5c0e\u6027\u7684\u4e00\u53e5\u8a71\uff0c\u56e0\u70ba\u55ae\u4f4d\u7528\u932f\u4e86\u3002.<\/p>\n<p>\u628a\u5b83\u8f49\u63db\u6210\u552f\u4e00\u91cd\u8981\u7684\u55ae\u4f4d\u2014\u2014\u5b83\u4f54\u64da\u4e86\u7a97\u6236\u591a\u5c11\u9762\u7a4d\uff1a<\/p>\n<pre><code>wc -c MEMORY.md | awk &#039;{print $1\/4 &quot; tokens, &quot; ($1\/4)\/1000000*100 &quot;% of a 1M window&quot;}&#039;'<\/code><\/pre>\n<p>\u76f8\u540c\u7684\u6578\u5b57\uff0c\u537b\u5f97\u5230\u5b8c\u5168\u4e0d\u540c\u7684\u7d50\u8ad6\u3002 1.6 MB \u7684\u8cc7\u6599\u8b80\u53d6\u6b63\u5e38\uff1b\u8996\u7a97\u7684 42% \u90e8\u5206\u8b80\u53d6\u70ba\u640d\u58de\u3002.<\/p>\n<p>\u7136\u5f8c\u5b9a\u50f9\u3002 Opus \u5c64\u7d1a\u7684\u8f38\u5165\u6bcf\u767e\u842c\u500b\u4ee4\u724c\u904b\u884c $5\uff0c\u56e0\u6b64\u5b8c\u6574\u8b80\u53d6\u6211\u7684\u8a18\u61b6\u9ad4\u6a94\u6848\u4e00\u6b21\u5927\u7d04\u9700\u8981 $2.10\u3002\u6bcf\u5929 12 \u500b\u6703\u8a71\u5927\u7d04\u5c31\u662f\u9019\u500b\u6210\u672c\u3002 <strong>\u6bcf\u5929 $25\uff0c\u6216\u6bcf\u6708 $756<\/strong> \u2014\u2014\u91cd\u65b0\u95b1\u8b80\u540c\u6a23\u7684\u7b46\u8a18\uff0c\u5176\u4e2d\u5927\u90e8\u5206\u8a18\u9304\u7684\u662f\u516b\u6708\u67d0\u500b\u661f\u671f\u4e8c\u767c\u751f\u7684\u4e8b\u60c5\u3002\u7de9\u5b58\u4e5f\u6551\u4e0d\u4e86\u4f60\uff1a\u5341\u4e8c\u6b21\u6703\u8a71\u5206\u6563\u5728\u4e8c\u5341\u56db\u5c0f\u6642\u5167\uff0c\u7de9\u5b58\u7684\u751f\u5b58\u6642\u9593\u662f\u4ee5\u5206\u9418\u800c\u4e0d\u662f\u5929\u8a08\u7b97\u7684\u3002\u6bcf\u6b21\u8b80\u53d6\u90fd\u8981\u5168\u50f9\u3002.<\/p>\n<h2>\u6377\u5f91 2\uff1a\u641c\u5c0b\u4f60\u81ea\u5df1\u7684\u6307\u4ee4\uff0c\u800c\u4e0d\u50c5\u50c5\u662f\u4f60\u7684\u6587\u4ef6<\/h2>\n<p>\u9019\u662f\u6c92\u4eba\u904b\u884c\u7684\u914d\u7f6e\uff0c\u4e5f\u662f\u6211\u771f\u6b63\u767c\u73fe bug \u7684\u5730\u65b9\u3002\u6587\u4ef6\u5927\u5c0f\u662f\u8868\u8c61\uff0c\u6307\u4ee4\u624d\u662f\u7f3a\u9677\u3002\u627e\u51fa\u914d\u7f6e\u4e2d\u6240\u6709\u6307\u793a\u4ee3\u7406\u7a0b\u5f0f\u8b80\u53d6\u67d0\u4e9b\u5167\u5bb9\u4f46\u6c92\u6709\u6307\u5b9a\u8b80\u53d6\u91cf\u7684\u5730\u65b9\uff1a<\/p>\n<pre><code>grep -rniE &quot;read .*(MEMORY|observations|notes)\\.md&quot; .claude\/skills\/ CLAUDE.md<\/code><\/pre>\n<p>\u6211\u7684\u7d50\u679c\u4e26\u4e0d\u7406\u60f3\u3002\u6211\u7684\u5341\u4e8c\u500b\u6280\u80fd\u6587\u4ef6\u90fd\u5f15\u7528\u4e86\u8a18\u61b6\u6587\u4ef6\u3002. <strong>\u53ea\u6709\u56db\u4eba\u8b80\u5b8c\u4e86\u9019\u672c\u66f8\u3002<\/strong> \u2014 \u4ed6\u5011\u6703\u8aaa\u201c\u5c3e\u90e8\u5927\u7d04 30 \u884c\u201d\u6216\u201c\u5c3e\u90e8\u5927\u7d04 50 \u884c\u201d\uff0c\u800c\u7121\u8ad6\u6587\u4ef6\u8b8a\u5f97\u591a\u9ebc\u5927\uff0c\u9019\u56db\u500b\u53c3\u6578\u6c38\u9060\u90fd\u662f\u6b63\u78ba\u7684\u3002.<\/p>\n<p>\u5176\u9918\u516b\u9805\u5247\u4e0d\u7136\u3002\u800c\u652f\u914d\u6240\u6709\u5341\u4e8c\u500b\u6bcf\u65e5\u6703\u8a71\u7684\u6307\u4ee4\u2014\u2014\u7b2c\u4e00\u689d\u898f\u5247\uff0c\u5373\u914d\u7f6e\u9802\u90e8\u7684\u90a3\u689d\uff0c\u6211\u5f9e\u672a\u8cea\u7591\u904e\u7684\u90a3\u689d\u2014\u2014\u5c0d\u6b64\u6c92\u6709\u4efb\u4f55\u9650\u5236\u3002.<\/p>\n<p>\u6240\u4ee5\u9019\u500b\u6280\u80fd\u5806\u758a\u9084\u80fd\u6b63\u5e38\u904b\u4f5c\u7684\u552f\u4e00\u539f\u56e0\u662f\uff0c\u525b\u597d\u6709\u56db\u500b\u6280\u80fd\u662f\u7528\u2026\u5beb\u7684\u3002 <code>\u5c3e\u5df4<\/code> \u5b83\u5011\u4e4b\u4e2d\u3002\u90a3\u4e0d\u662f\u8a2d\u8a08\u3002\u90a3\u662f\u904b\u6c23\uff0c\u800c\u6211\u4e4b\u524d\u4e00\u76f4\u628a\u5b83\u89e3\u8b80\u70ba\u5065\u5eb7\u3002.<\/p>\n<p>\u4e0a\u9031\u6211\u5f9e\u53e6\u4e00\u500b\u89d2\u5ea6\u4e5f\u9047\u5230\u4e86\u540c\u6a23\u7684\u76f2\u9ede\uff1a\u7576\u6211\u9032\u884c\u5be9\u8a08\u6642 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e5%b8%b8%e8%a6%8b%e5%95%8f%e9%a1%8c%ef%bc%88%e9%80%b1%e4%ba%94%ef%bc%89%ef%bc%9a%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e6%a8%a1%e5%9e%8b%e6%a3%84%e7%94%a8%ef%bc%882026%e5%b9%b410\/\">\u6211\u7684\u5806\u758a\u5f15\u8173\u5c0d\u61c9\u7684\u578b\u865f ID \u662f\u4ec0\u9ebc\uff1f<\/a>, \u57f7\u884c\u7d81\u5b9a\u64cd\u4f5c\u7684 17 \u500b\u6587\u4ef6\u4e2d\uff0c\u6709 10 \u500b\u662f\u6307\u4ee4\u6587\u4ef6\uff0c\u800c\u4e0d\u662f\u7a0b\u5f0f\u78bc\u6587\u4ef6\u3002\u539f\u56e0\u76f8\u540c\u2014\u2014 <strong>\u4f60\u7684\u5de5\u5177\u53ea\u6703\u8b80\u4f60\u7684\u7a0b\u5f0f\u78bc\uff0c\u5ffd\u7565\u4f60\u7684\u6587\u5b57\u63cf\u8ff0\u3002.<\/strong> \u4efb\u4f55\u7a0b\u5f0f\u78bc\u6aa2\u67e5\u5de5\u5177\u90fd\u4e0d\u6703\u6a19\u8a18\u51fa\u6307\u793a\u4ee3\u7406\u541e\u566c\u4e00\u500b\u5305\u542b 42 \u842c\u500b\u6a19\u8a18\u7684 Markdown \u6a94\u6848\u3002\u53ea\u6709\u4f60\u81ea\u5df1\u624d\u6703\u767c\u73fe\uff0c\u800c\u4e14\u53ea\u6709\u7576\u4f60\u4ed4\u7d30\u6aa2\u67e5\u6642\u624d\u6703\u767c\u73fe\u3002.<\/p>\n<h2>\u5feb\u6377\u65b9\u6cd5 3\uff1a\u5c07\u7d81\u5b9a\u8cc7\u8a0a\u653e\u5728\u8aaa\u660e\u66f8\u4e2d\uff0c\u800c\u4e0d\u662f\u65e5\u66c6\u4e0a\u3002<\/h2>\n<p>\u5341\u4e09\u5929\u7684\u8b49\u64da\u8868\u660e\uff0c\u91cd\u8907\u4fee\u526a\u6587\u4ef6\u7684\u64cd\u4f5c\u7121\u6cd5\u5728\u4e00\u9031\u7684\u5de5\u4f5c\u6642\u9593\u5167\u6301\u7e8c\u6709\u6548\u3002\u6240\u4ee5\uff0c\u4e0d\u8981\u518d\u628a\u6587\u4ef6\u7576\u4f5c\u4f60\u7ba1\u7406\u7684\u5c0d\u8c61\uff0c\u800c\u662f\u2026 <em>\u8b80<\/em> \u4f60\u7ba1\u7406\u7684\u4e8b\u7269\u3002.<\/p>\n<p>\u5169\u6b21\u4fee\u6539\uff0c\u6bcf\u6b21\u90fd\u53ea\u4fee\u6539\u4e00\u6b21\uff1a<\/p>\n<p><strong>\u6bcf\u6b21\u95b1\u8b80\u90fd\u4ee4\u4eba\u8457\u8ff7\u3002.<\/strong> \u5c07\u300c\u8b80\u53d6 observations.md\u300d\u6539\u70ba\u300c\u8b80\u53d6 observations.md \u7684\u6700\u5f8c 50 \u884c\u300d\u3002\u9019\u6a23\uff0c\u6a94\u6848\u5927\u5c0f\u5c31\u53ef\u4ee5\u96a8\u610f\u6210\u9577\uff0c\u800c\u4f60\u7684\u555f\u52d5\u6210\u672c\u4fdd\u6301\u4e0d\u8b8a\u3002\u6211\u7684\u56db\u9805\u53d7\u9650\u6280\u80fd\u4e00\u76f4\u5b89\u7136\u7121\u6059\uff0c\u7121\u4eba\u5bdf\u89ba\u3002.<\/p>\n<p><strong>\u5f9e\u4e8b\u4ef6\u4e2d\u5f97\u51fa\u4e0d\u540c\u7684\u7d50\u8ad6\u3002.<\/strong> \u8a18\u61b6\u4fdd\u5b58\u7d50\u8ad6\uff0c\u65e5\u8a8c\u4fdd\u5b58\u4e8b\u4ef6\u3002\u7576\u5b83\u5011\u90fd\u4fdd\u5b58\u5728\u540c\u4e00\u500b\u6a94\u6848\u4e2d\u6642\uff0c\u7531\u65bc\u4e8b\u4ef6\u6578\u91cf\u9060\u8d85\u7d93\u9a57\u6559\u8a13\uff0c\u53ea\u8ffd\u52a0\u7684\u65e5\u8a8c\u7e3d\u662f\u6703\u63a9\u84cb\u6301\u4e45\u898f\u5247\u3002\u56e0\u6b64\uff0c\u61c9\u8a72\u7dad\u8b77\u4e00\u500b\u5b8c\u6574\u7684\u898f\u5247\u6a94\u6848\u548c\u4e00\u500b\u9650\u5236\u8b80\u53d6\u7bc4\u570d\u7684\u53ea\u8ffd\u52a0\u65e5\u8a8c\u3002\u9019\u624d\u662f\u66f4\u6210\u719f\u7684\u7ba1\u7406\u65b9\u5f0f\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e5%85%ad%e5%bf%ab%e6%8d%b7%e6%96%b9%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e8%a8%98%e6%86%b6-2026-07-18\/\">\u57fa\u65bc\u6a94\u6848\u7684\u8a18\u61b6\u9ad4\u6280\u5de7<\/a> \u2014\u2014\u5b83\u4ecd\u7136\u662f\u4f60\u80fd\u88fd\u9020\u7684\u6700\u4fbf\u5b9c\u7684\u9577\u671f\u8a18\u61b6\u9ad4\uff0c\u53ea\u9700\u8981\u4e00\u500b\u5f62\u72c0\u3002.<\/p>\n<p>\u7136\u5f8c\u6e2c\u91cf\u659c\u7387\uff0c\u56e0\u70ba\u5b83\u6703\u5c07\u201c\u67d0\u5929\u201d\u8b8a\u6210\u4e00\u500b\u5177\u9ad4\u7684\u65e5\u671f\u3002\u6211\u7684\u5099\u4efd\u662f\u4e00\u500b\u514d\u8cbb\u7684\u6642\u9593\u5e8f\u5217\uff1aMEMORY.md \u6bcf\u5929\u5927\u7d04\u589e\u52a0 53,800 \u5b57\u7bc0\uff0c\u7d04 13,451 \u500b\u6a19\u8a18\u3002\u7528\u9019\u500b\u6578\u5b57\u9664\u4ee5\u5269\u9918\u7a7a\u9593\uff0c\u5927\u7d04\u6703\u9054\u5230 100 \u842c\u7684\u4e0a\u9650\u3002 <strong>2026\u5e7411\u670815\u65e5<\/strong>. \u516d\u9031\u3002\u6211\u53ef\u4ee5\u5728\u6b64\u65e5\u671f\u524d\u63a1\u53d6\u884c\u52d5\u3002.<\/p>\n<h2>\u8a98\u990c\uff1a\u770b\u8d77\u4f86\u5f88\u8cb4\u7684\u6771\u897f\u5176\u5be6\u662f\u514d\u8cbb\u7684<\/h2>\n<p>\u5728\u6e2c\u91cf\u904e\u7a0b\u4e2d\uff0c\u6211\u5728\u5c08\u6848\u76ee\u9304\u4e2d\u767c\u73fe\u4e86\u9019\u5169\u500b\u6a94\u6848\u7684 251 \u500b\u904e\u671f\u5099\u4efd\u526f\u672c\uff0c\u5171 580 \u5146\u4f4d\u5143\u7d44\u2014\u2014\u662f\u5b83\u5011\u5099\u4efd\u7684\u5be6\u969b\u6a94\u6848\u6578\u91cf\u7684 89 \u500d\u3002\u5341\u516b\u7a2e\u4e0d\u540c\u7684\u6280\u80fd\u7368\u7acb\u5730\u767c\u660e\u4e86\u76f8\u540c\u7684\u5167\u5bb9\u3002 <code>.bak- -<\/code> \u9019\u7a2e\u7d04\u5b9a\u6c92\u6709\u4efb\u4f55\u8a2d\u5b9a\u6a94\u6216\u6280\u80fd\u6a94\u8a18\u9304\u3002\u7d14\u7cb9\u662f\u6191\u7a7a\u7522\u751f\u7684\u7fd2\u6163\uff0c\u5f9e\u4e00\u500b\u4ee3\u7406\u8907\u88fd\u5230\u53e6\u4e00\u500b\u4ee3\u7406\u3002.<\/p>\n<p>\u770b\u8d77\u4f86\u50cf\u662f\u554f\u984c\u6240\u5728\uff0c\u4f46\u5176\u5be6\u4e0d\u662f\u3002\u90a3\u584a\u78c1\u789f\u662f 27% \u7684\uff0c\u7e3d\u5171 301 GB\u2014\u2014\u90a3 580 MB \u7684\u7a7a\u9593\u4e0d\u4f54\u7528\u4efb\u4f55\u8cc7\u6e90\uff0c\u4e0d\u6703\u964d\u4f4e\u901f\u5ea6\uff0c\u4e5f\u4e0d\u6703\u9020\u6210\u4efb\u4f55\u6545\u969c\u3002\u771f\u6b63\u5c0e\u81f4\u4ee3\u7406\u7a0b\u5f0f\u5d29\u6f70\u7684\u662f\u90a3\u500b 1.6 MB \u7684\u6587\u5b57\u6a94\u6848\u3002.<\/p>\n<p>\u4f60\u6703\u672c\u80fd\u5730\u6e05\u7406\u5927\u6578\u5b57\uff0c\u56e0\u70ba\u5927\u6578\u5b57\u6703\u8b93\u4f60\u611f\u89ba\u50cf\u662f\u51fa\u4e86\u554f\u984c\u3002\u540c\u6642\uff0c\u5c0f\u6578\u5b57\u537b\u4f54\u64da\u4e86\u8996\u7a97\u7684 42% \u4f4d\u7f6e\uff0c\u4e0d\u65b7\u589e\u9577\uff0c\u537b\u6c92\u6709\u4efb\u4f55\u8b66\u5831\u3002\u5931\u6548\u7684 API \u91d1\u9470\u6703\u62cb\u51fa 401 \u932f\u8aa4\u3002\u800c\u904e\u5927\u7684\u8a18\u61b6\u9ad4\u6a94\u6848\u537b\u4e0d\u6703\u767c\u51fa\u4efb\u4f55\u8b66\u5831\u2014\u2014\u5b83\u53ea\u662f\u6084\u7121\u8072\u606f\u5730\u8b93\u6bcf\u500b\u6703\u8a71\u90fd\u6bd4\u4e0a\u4e00\u500b\u66f4\u7cdf\u7cd5\u3001\u66f4\u8017\u8cbb\u8cc7\u6e90\u3002.<\/p>\n<h2>\u4eca\u5929\u904b\u884c\u6b64\u7a0b\u5e8f<\/h2>\n<p>\u4e09\u500b\u6307\u4ee4\uff0c\u5341\u5206\u9418\uff1a<\/p>\n<ol>\n<li><strong>\u8f49\u8b8a\u3002.<\/strong> <code>wc -c<\/code> \u5c07\u4ee3\u7406\u7a0b\u5f0f\u5728\u555f\u52d5\u6642\u8b80\u53d6\u7684\u6bcf\u500b\u6a94\u6848\u9664\u4ee5\u56db\uff0c\u7136\u5f8c\u5c07\u5176\u8868\u793a\u70ba\u6a21\u578b\u8996\u7a97\u5927\u5c0f\u7684\u767e\u5206\u6bd4\u3002\u78ba\u5b9a\u7684\u662f\u9019\u500b\u767e\u5206\u6bd4\uff0c\u800c\u4e0d\u662f\u5146\u4f4d\u5143\u7d44\u6578\u3002.<\/li>\n<li><strong>Grep\u3002.<\/strong> \u641c\u5c0b\u4f60\u7684\u6280\u80fd\u548c\u914d\u7f6e\uff0c\u627e\u51fa\u672a\u52a0\u908a\u6846\u7684\u8b80\u53d6\u6307\u4ee4\u3002\u5982\u679c\u53ea\u6709\u5c11\u6578\u6307\u4ee4\u52a0\u4e86\u908a\u6846\uff0c\u90a3\u9ebc\u4f60\u5c31\u627e\u5230\u4e86\u3002.<\/li>\n<li><strong>\u908a\u754c\u3002.<\/strong> \u6dfb\u52a0 <code>tail -n 50<\/code> \u5fc5\u9808\u9075\u5b88\u8a72\u6307\u4ee4\u3002\u5b83\u4e0d\u6703\u5931\u6548\uff0c\u5373\u4f7f\u5728\u7e41\u5fd9\u7684\u661f\u671f\u4e8c\u4e5f\u4e0d\u80fd\u88ab\u5ffd\u7565\uff0c\u800c\u4e14\u5b83\u4e5f\u4e0d\u6703\u56e0\u70ba\u660e\u5e74\u6587\u4ef6\u6703\u8b8a\u5f97\u591a\u9ebc\u9f90\u5927\u800c\u6709\u6240\u6539\u8b8a\u3002.<\/li>\n<\/ol>\n<p><strong>\u8981\u9ede\uff1a<\/strong> \u4f60\u7684\u4ee3\u7406\u7684\u5167\u5b58\u6a94\u6848\u6c38\u9060\u4e0d\u6703\u544a\u8a34\u4f60\u5b83\u5df2\u7d93\u904e\u5927\u3002\u5806\u758a\u4e2d\u6c92\u6709\u4efb\u4f55\u7d44\u4ef6\u6703\u76e3\u63a7\u5b83\uff0c\u800c\u6bcf\u5468\u4fee\u526a\u5b83\u7684\u5efa\u8b70\uff0c\u6211\u500b\u4eba\u9023\u7e8c\u5341\u4e09\u5929\u90fd\u7f6e\u4e4b\u4e0d\u7406\u3002\u4e0d\u8981\u7ba1\u7406\u9019\u500b\u6587\u4ef6\u3002\u9650\u5236\u8b80\u53d6\u64cd\u4f5c\u3002.<\/p>\n<p>\u8207\u4ee3\u7406\u76f8\u540c\u7684\u5931\u6548\u6a21\u5f0f <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e4%b8%80%e7%a5%9e%e8%a9%b1%ef%bc%9a%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e5%be%9e%e9%8c%af%e8%aa%a4%e4%b8%ad%e5%ad%b8%e7%bf%92-2026%e5%b9%b49\/\">\u540c\u4e00\u500b\u932f\u8aa4\u88ab\u8a18\u9304\u4e86 65 \u6b21\uff0c\u537b\u59cb\u7d42\u6c92\u6709\u5b78\u5230\u6559\u8a13\u3002<\/a> \u5beb\u4f5c\u662f\u81ea\u52d5\u7684\uff0c\u95b1\u8b80\u5247\u4e0d\u662f\uff0c\u800c\u4ecb\u65bc\u5169\u8005\u4e4b\u9593\u7684\u4efb\u4f55\u904e\u7a0b\u90fd\u4e0d\u6703\u7522\u751f\u6e1b\u5206\u4f5c\u7528\u3002\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e5%b0%8f%e8%b2%bc%e5%a3%ab%e6%98%9f%e6%9c%9f%e4%ba%8c%e4%bb%a3%e7%90%86%e8%a8%98%e6%86%b6-2026%e5%b9%b49%e6%9c%888%e6%97%a5\/\">\u7d66\u4f60\u7684\u7d93\u7d00\u4eba\u7559\u4e0b\u8a18\u61b6<\/a> \u5b83\u4ecd\u7136\u662f\u4f60\u80fd\u5275\u5efa\u7684\u6700\u4f73\u6587\u5b57\u6587\u4ef6\uff0c\u800c\u4e14\u4ecd\u7136\u9700\u8981\u5f62\u72c0\u3002\u4e0a\u9031\u516d\u5927\u7d04\u662f <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e5%85%ad%e5%bf%ab%e6%8d%b7%e6%96%b9%e5%bc%8f%e9%87%8d%e8%a9%a6%e5%a4%b1%e6%95%97-ai-%e4%bb%a3%e7%90%86%e9%81%8b%e8%a1%8c-2026-09-26\/\">\u4e00\u6b21\u5931\u6557\u7684\u904b\u4f5c\u5df2\u7d93\u9020\u6210\u4e86\u4ec0\u9ebc\u5f8c\u679c\uff1f<\/a>; \u672c\u9031\u7684\u91cd\u9ede\u662f\u4e0b\u4e00\u8f2a\u958b\u59cb\u6642\uff0c\u6211\u662f\u5426\u9084\u80fd\u4fdd\u6301\u982d\u8166\u6e05\u9192\u3002.<\/p>\n<p>\u60f3\u8981\u4e00\u652f\u8a18\u61b6\u529b\u4e0d\u65b7\u589e\u5f37\u800c\u4e0d\u662f\u50c5\u50c5\u91cd\u91cf\u4e0d\u65b7\u589e\u52a0\u7684\u8266\u968a\u55ce\uff1f\u9019\u5c31\u662f\u5176\u80cc\u5f8c\u90a3\u4e9b\u4e0d\u70ba\u4eba\u77e5\u7684\u5e95\u5c64\u539f\u7406\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e5%95%86%e6%a5%ad\/%e5%ae%8c%e5%85%a8%e8%87%aa%e4%b8%bb%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86\/\">\u4f60\u53ef\u4ee5\u653e\u4efb\u4e0d\u7ba1\u7684\u7279\u5de5<\/a>. <a href=\"https:\/\/jonjones.ai\/zh\/%e9%a0%90%e7%b4%84%e6%9c%83%e8%ad%b0\/\">\u9810\u7d04\u81ea\u52d5\u5316\u7b56\u7565\u6703\u8b70<\/a> \u6211\u6703\u5411\u4f60\u6e96\u78ba\u5730\u6307\u51fa\u6211\u7684\u908a\u754c\u5728\u54ea\u88e1\uff0c\u4ee5\u53ca\u6211\u7684\u908a\u754c\u5728\u54ea\u88e1\u3002.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u6211\u7684\u5bb9\u5668\u914d\u7f6e\u4e2d\u7684\u7b2c\u4e00\u689d\u898f\u5247\u53ea\u6709\u4e00\u884c\uff1a\u6bcf\u6b21\u6703\u8a71\u958b\u59cb\u6642\u90fd\u8981\u8b80\u53d6 MEMORY.md \u6a94\u6848\u3002\u8a72\u5bb9\u5668\u6bcf\u5929\u904b\u884c\u5341\u4e8c\u500b\u5b9a\u6642\u6703\u8a71\uff0c\u6bcf\u500b\u6703\u8a71\u90fd\u88ab\u544a\u77e5\u2026<\/p>","protected":false},"author":2,"featured_media":7200,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[44],"tags":[],"class_list":["post-7201","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-automation"],"taxonomy_info":{"category":[{"value":44,"label":"AI Automation"}]},"featured_image_src_large":["https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/daily-saturday-shortcuts-agent-context-window-20261003.jpg",1344,752,false],"author_info":{"display_name":"Jon Jones","author_link":"https:\/\/jonjones.ai\/zh\/author\/jonjonjones-ai\/"},"comment_info":0,"category_info":[{"term_id":44,"name":"AI Automation","slug":"ai-automation","term_group":0,"term_taxonomy_id":44,"taxonomy":"category","description":"","parent":0,"count":208,"filter":"raw","cat_ID":44,"category_count":208,"category_description":"","cat_name":"AI Automation","category_nicename":"ai-automation","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/posts\/7201","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/comments?post=7201"}],"version-history":[{"count":0,"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/posts\/7201\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/media\/7200"}],"wp:attachment":[{"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/media?parent=7201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/categories?post=7201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jonjones.ai\/zh\/wp-json\/wp\/v2\/tags?post=7201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}