{"id":1002,"date":"2025-12-31T21:45:42","date_gmt":"2026-01-01T05:45:42","guid":{"rendered":"https:\/\/identia.digital\/lmcache\/?p=1002"},"modified":"2026-06-02T22:20:46","modified_gmt":"2026-06-03T05:20:46","slug":"%e6%8f%ad%e7%a7%98-claude-code-%e5%ba%95%e5%b1%82%e7%9a%84%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%e4%b8%8e%e5%a4%8d%e7%94%a8%e6%a8%a1%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/identia.digital\/lmcache\/zh\/2025\/12\/31\/%e6%8f%ad%e7%a7%98-claude-code-%e5%ba%95%e5%b1%82%e7%9a%84%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%e4%b8%8e%e5%a4%8d%e7%94%a8%e6%a8%a1%e5%bc%8f\/","title":{"rendered":"?? Claude Code ?????????????"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/claude_code_diagram.png\" alt=\"Claude Code Architecture\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">???????<a href=\"https:\/\/www.claude.com\/product\/claude-code\">Claude Code<\/a> ?????????????????????????????????Agentic??????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">????????????? API ?????<strong><em>??????<\/em><\/strong>?? <a href=\"https:\/\/www.perplexity.ai\/api-platform\">Perplexity<\/a>?<a href=\"https:\/\/devin.ai\/\">Devin<\/a> ? <a href=\"https:\/\/manus.im\/\">Manus<\/a>????????<strong><em>?????<\/em><\/strong>?? <a href=\"https:\/\/github.com\/SWE-agent\/mini-swe-agent\">Mini SWE Agent<\/a> ? <a href=\"https:\/\/github.com\/laude-institute\/harbor\/blob\/main\/src\/harbor\/agents\/terminus_2\/terminus_2.py\">Terminus 2<\/a>????????????Claude Code ?<strong><em>????<\/em><\/strong>?????\u2014\u2014??????????????? <a href=\"https:\/\/github.com\/anthropics\/claude-code\">?????<\/a>???????????????????????????????????<strong>????? LLM ??<\/strong>???????<strong>????<\/strong>?????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">??????? Claude Code ?????????????? <a href=\"https:\/\/huggingface.co\/datasets\/princeton-nlp\/SWE-bench_Verified\">SWE-bench_Verified<\/a> ????????????????????????????? LLM ??????<strong>??<\/strong>??????<a href=\"https:\/\/github.com\/kobe0938\/blog\/blob\/master\/claude-code\/claude_code_trace.jsonl\"><strong><code>claude_code_trace.jsonl<\/code><\/strong><\/a>????? <a href=\"https:\/\/github.com\/kobe0938\/blog\/blob\/master\/claude-code\/claude_code_trace.jsonl\">??????<\/a> ??? <a href=\"https:\/\/v0-llm-agent-dashboard.vercel.app\/\">?????<\/a> ???????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>?????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>92 ? LLM ??<\/strong> (<code>#1-#92<\/code>)<\/li>\n\n\n\n<li>??? <strong>~200 ???? token<\/strong><\/li>\n\n\n\n<li>??? <strong>13 ??<\/strong><\/li>\n\n\n\n<li><strong>92% ??????<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/visualizer-screenshot.png\" alt=\"Visualizer Screenshot\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">??????<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">??? Claude Code ????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">????? LLM ????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">?????????????????Prompt?????????????????????????????<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">????????????????????<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. ? Claude Code ??????????\u201c??\u201d?????<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">???????Claude Code ?????????\u2014\u2014??????????????????????? bash ??????????????????????????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">??? <a href=\"https:\/\/huggingface.co\/datasets\/princeton-nlp\/SWE-bench_Verified\">SWE-bench_Verified<\/a> ????????? <a href=\"https:\/\/huggingface.co\/datasets\/princeton-nlp\/SWE-bench_Verified\/viewer\/default\/test?views%5B%5D=test&amp;row=80\">???? (#80)<\/a>???????? <code>django\/django<\/code> ??? commit <code>2e0f04507b17362239ba49830d26fec504d46978<\/code> ??????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>?????<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><em>&#8220;JSONField ? admin ????????????<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>???JSONField ??? admin ??????????????<code>{\"foo\": \"bar\"}<\/code> ???? <code>{'foo': 'bar'}<\/code>??????? JSON?<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>????????? <code>django.contrib.admin.utils.display_for_field<\/code> ???????????? JSONField ? <code>prepare_value<\/code>???????? <code>json.dumps<\/code>???? <code>InvalidJSONInput<\/code> ?????&#8221;<\/em><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">??? Claude Code ???????<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/trace1-46.png\" alt=\"Trace 1-46\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">????????????????????Claude Code ??????????????<strong>\u201c??\u201d??<\/strong>??? ID <code>#2<\/code>, <code>#3<\/code>, <code>#4<\/code>???????????????????????????<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>???? (<code>#2<\/code>)<\/li>\n\n\n\n<li>???Explore????? (<code>#3<\/code>)<\/li>\n\n\n\n<li>???Plan????? (<code>#4<\/code>)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">??????????\u2014\u2014?????????????????????????????????????<code>#1<\/code>?????????<code>#5<\/code>?????????????????\u2014\u2014?? ChatGPT ???????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">?????<code>#6<\/code>??????????????System Prompt???? git ?????????????????? <strong>18 ???<\/strong>??????? <code>Bash<\/code>?<code>Grep<\/code>?<code>Read<\/code>?<code>WebFetch<\/code>?<code>AskUserQuestion<\/code> ?????????????????????????????<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>???Explore????? (<code>#7<\/code>)<\/li>\n\n\n\n<li>???Plan????? (<code>#46<\/code>)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">??????<code>#6<\/code>?????????? <strong>???Explore?<\/strong>?????????????????<code>#7<\/code>?????????????????????????????????????????????????????<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">?? Claude Code?Anthropic ??? Claude CLI??? Claude Code ???????????????????????<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">????????????<code>#7<\/code>???? Claude Code ??????????????????? <strong>3 ???????<\/strong> ?????????????????<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>?? JSONField ??<\/strong>??????<code>#7-#26<\/code>?<\/li>\n\n\n\n<li><strong>?? admin display_for_field<\/strong>??????<code>#8-#37<\/code>?<\/li>\n\n\n\n<li><strong>????????<\/strong>??????<code>#9-#45<\/code>?<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">?????<code>#6<\/code>?????<strong>??<\/strong>?????????????????????fresh start????????????<strong>???? 1-3 ???<\/strong>??????????????????\u2014\u2014????????????????<strong>10\/18<\/strong>??<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">????? <a href=\"https:\/\/arxiv.org\/pdf\/2210.03629\">ReAct<\/a> ??????????????????????????????????????????????????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????? <code>#45<\/code> ????????? <code>#46<\/code>, ??????? 3 ?????????????????????????????????<code>#47<\/code>?????????<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/trace47-76.png\" alt=\"Trace 47-76\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????<code>#47<\/code>???????????????????????????<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">?? Claude Code?Anthropic ??? Claude CLI??? Claude Code ??????????????????????????????<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">??????????????????????????????????????????????????????????????<strong>??<\/strong>???????????????????<strong>10\/18<\/strong>??????????????????????????<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">??????????<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>?? display_for_field ???????<\/li>\n\n\n\n<li>???????????????????????????<\/li>\n\n\n\n<li>?????????????<\/li>\n\n\n\n<li>?? Django ??????????<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/trace77-92.png\" alt=\"Trace 77-92\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">??????????? ReAct ????? <code>#47<\/code> ? <code>#72<\/code> ??????????????? <strong>11,552 tokens<\/strong> ??? <strong>38,819 tokens<\/strong>??????????? <code>#72<\/code>????????????????????<code>#73<\/code>??<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">?????????????????<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>???? (<code>#73<\/code>)<\/li>\n\n\n\n<li>????????? (<code>#74<\/code>)<\/li>\n\n\n\n<li>????? markdown ?? (<code>#75<\/code>)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????<code>#76<\/code>?????????<code>#77<\/code>??????????????????????<code>#76-#77<\/code>??<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>????<\/strong>?<code>#77-#91<\/code>????? ReAct ???????????? markdown ???????????todo list??<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<ol class=\"wp-block-list\">\n<li>? json import ??? <code>utils.py<\/code><\/li>\n\n\n\n<li>? JSONField ????? <code>display_for_field()<\/code><\/li>\n\n\n\n<li>?????? <code>test_admin_utils.py<\/code><\/li>\n\n\n\n<li>???????<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">????????????????????????? markdown ????????????????????????????????<code>#92<\/code>????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">??????????????????\u2014\u2014???<strong>?? Bash ??<\/strong>?????<code>#93<\/code>??????????? one-shot ?????????? bash ?????????????????????? <code>rm<\/code> ????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">??? Claude Code ????????<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/claude_code_diagram.png\" alt=\"Claude Code Trace Diagram\"\/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2. ?????Claude Code ?????????<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">?????????????????????????????<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Claude Code ???????????<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">????????????????????????????????????????????????<strong>92%<\/strong>????? ReAct ???????????????????????????????????<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">?? ID<\/th><th class=\"has-text-align-left\" data-align=\"left\">? Token ?<\/th><th class=\"has-text-align-left\" data-align=\"left\">???? %<\/th><th class=\"has-text-align-left\" data-align=\"left\">??<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><code>#1-#6<\/code><\/td><td class=\"has-text-align-left\" data-align=\"left\">47,177<\/td><td class=\"has-text-align-left\" data-align=\"left\">0.22%<\/td><td class=\"has-text-align-left\" data-align=\"left\">???????<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><code>#7-#45<\/code><\/td><td class=\"has-text-align-left\" data-align=\"left\">546,104<\/td><td class=\"has-text-align-left\" data-align=\"left\">92.06%<\/td><td class=\"has-text-align-left\" data-align=\"left\">????????<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><code>#47-#72<\/code><\/td><td class=\"has-text-align-left\" data-align=\"left\">528,286<\/td><td class=\"has-text-align-left\" data-align=\"left\">93.23%<\/td><td class=\"has-text-align-left\" data-align=\"left\">????????<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><code>#73-#92<\/code><\/td><td class=\"has-text-align-left\" data-align=\"left\">827,411<\/td><td class=\"has-text-align-left\" data-align=\"left\">97.83%<\/td><td class=\"has-text-align-left\" data-align=\"left\">????????<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">???????Claude Code ??????<strong>????? KV ???KV cache????<\/strong>??????????????<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>3. ????????????????<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">????????????? <strong>KV ??<\/strong>??????\u2014\u2014?????????? token ??????????????????????????? token ?????????? token????????????KV ???????? token ?????Key????Value????????????? token ???????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>????<\/strong>?Prefix caching????????????????????????????????????????????? KV ?????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">??? LLM ?????????????????<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/platform.openai.com\/docs\/guides\/prompt-caching\">OpenAI ? Prompt Caching<\/a><\/strong> <strong>??<\/strong>??????\u2014\u2014?????????? 1,024 ? token ????????????????? token ?? <strong>90% ???<\/strong>????GPT-4o ???? token $2.50 ?? $1.25? <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/openai_cache_pricing.png\" alt=\"OpenAI Prompt Caching\"><\/li>\n\n\n\n<li><strong><a href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/prompt-caching\">Anthropic ???????<\/a><\/strong> ?????<strong>??????<\/strong>?????? <code>cache_control<\/code> ??????????????????????????5 ?????????? 1.25 ??1 ????? 2 ?????????????? <strong>90% ??<\/strong>?Claude Sonnet 3.5????????? token $0.30??????? $3.00?????????????????????????? <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/anthropic_cache_pricing.png\" alt=\"Anthropic Prompt Caching\"><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">?? Claude Code ? 92% ??????????? 200 ???? token??????????<strong>???????<\/strong>??? <strong>$6.00<\/strong>?2M \u00d7 $3\/MTok???<strong>??????<\/strong>????? <strong>$1.152<\/strong>?1.84M ???? \u00d7 $0.30\/MTok + 0.16M ???? \u00d7 $3.75\/MTok?\u2014\u2014????????????? <strong>$4.85??? 81%?<\/strong>?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/docs.vllm.ai\/en\/latest\/features\/automatic_prefix_caching\/\">vLLM ???????<\/a><\/strong> ??? PagedAttention ????????????<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/docs.sglang.io\/advanced_features\/hicache_best_practices.html\">SGLang ? RadixAttention<\/a><\/strong> ??????radix tree?????????????????????????<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/github.com\/LMCache\/lmcache\">LMCache<\/a><\/strong> ????????????????????????? KV ????????????????<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????????? <strong>TTFT?? token ???<\/strong>\u2014\u2014??????????????????????????????????????????? 5-10 ?????????????????????????<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>4. ????????????????<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">??????????????????? Claude Code ????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>???????System Prompt?????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>??????? git ??????? + ???????????? 18 ????+ ???????????<\/li>\n\n\n\n<li>???????????????????? <strong>20,000+ tokens<\/strong>?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Claude Code ????????????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>??????????????????????<\/li>\n\n\n\n<li>????????????????????????????<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>??????????????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>???????? ReAct ??????????????????<\/li>\n\n\n\n<li>?????????????????????????????<\/li>\n\n\n\n<li>??????????????????<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u201c??\u201d??????????????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>?????????????????????????????????????<\/li>\n\n\n\n<li>????????????????????<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Claude ???? KV ????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Claude ????? <strong>92% ????????<\/strong>????? KV ???????<\/li>\n\n\n\n<li>??????????????? <strong>$4.85??? 81%?<\/strong> ????<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>???????????<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>??????????????????<\/li>\n\n\n\n<li>?????????????????<\/li>\n\n\n\n<li>???????????????????????????????<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>5. ????????????????<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????????????????? <a href=\"https:\/\/arxiv.org\/abs\/2405.16444\">CacheBlend<\/a>????????????????????????<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/kobe0938\/blog\/master\/claude-code\/assets\/cache_blend.png\" alt=\"CacheBlend\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">??????????????????????????????????????????????????????????????????????????????????<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">???????????????????????????????????????????????????????????????????????????<\/p>\n","protected":false},"excerpt":{"rendered":"<p>???????Claude Code ?????????????????????????????????Agentic?????? ????????????? API ????????????? Perplexity?Devin ? Manus??????????????? Mini SWE Agent ? Terminus 2????????????Claude Code ??????????\u2014\u2014??????????????? ????????????????????????????????????????????? LLM ?????????????????????????????? ??????? Claude Code ?????????????? SWE-bench_Verified ????????????????????????????? LLM ??????????????claude_code_trace.jsonl????? ?????? ??? ????? ??????????????? ????? ?????? ??? Claude Code ???????????????? ????? LLM ???????? ?????????????????Prompt????????????????????????????? ???????????????????? 1. ? Claude Code ??????????\u201c??\u201d????? ???????Claude Code ?????????\u2014\u2014??????????????????????? bash ?????????????????????????????????????? ??? SWE-bench_Verified [&hellip;]<\/p>\n","protected":false},"author":271290515,"featured_media":987,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36418],"tags":[],"class_list":["post-1002","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lmcache-zh-zh"],"_links":{"self":[{"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/posts\/1002","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/users\/271290515"}],"replies":[{"embeddable":true,"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/comments?post=1002"}],"version-history":[{"count":0,"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/posts\/1002\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/media\/987"}],"wp:attachment":[{"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/media?parent=1002"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/categories?post=1002"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/identia.digital\/lmcache\/wp-json\/wp\/v2\/tags?post=1002"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}