{"id":9810,"date":"2026-07-02T15:19:56","date_gmt":"2026-07-02T07:19:56","guid":{"rendered":"https:\/\/infernews.com\/blog\/compress-tool-outputs-logs-files-and-rag-chunks-before-they-reach-the-llm-60-95\/"},"modified":"2026-07-02T15:19:56","modified_gmt":"2026-07-02T07:19:56","slug":"compress-tool-outputs-logs-files-and-rag-chunks-before-they-reach-the-llm-60-95","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/compress-tool-outputs-logs-files-and-rag-chunks-before-they-reach-the-llm-60-95\/","title":{"rendered":"Headroom\uff1a\u5e6b AI agent \u58d3\u7e2e\u4e0a\u4e0b\u6587"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/HeadroomDemo-Fast.gif\" alt=\"Headroom in action\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Headroom \u662f\u4e00\u500b\u7d66 AI agents \u8207 LLM \u61c9\u7528\u4f7f\u7528\u7684<strong>\u5eab\u517c\u4ee3\u7406\u5de5\u5177<\/strong>\uff0c\u6838\u5fc3\u89d2\u8272\u662f\u628a\u9001\u9032\u6a21\u578b\u524d\u7684\u4e0a\u4e0b\u6587\u505a\u58d3\u7e2e\u3002\u5b83\u4e3b\u8981\u89e3\u6c7a\u9577\u5c0d\u8a71\u3001\u5de5\u5177\u8f38\u51fa\u3001\u65e5\u8a8c\u3001RAG \u7247\u6bb5\u8207\u6a94\u6848\u5167\u5bb9\u592a\u9577\uff0c\u4ee4 token \u6210\u672c\u3001\u5ef6\u9072\u8207\u4e0a\u4e0b\u6587\u5bb9\u91cf\u5f88\u5feb\u7206\u6eff\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u4e0d\u53ea\u63d0\u4f9b Python \u8207 TypeScript \u5167\u5d4c\u5f0f <code>compress(messages)<\/code> \u7528\u6cd5\uff0c\u4ea6\u63d0\u4f9b proxy \u6a21\u5f0f\u8207 MCP server\uff0c\u4ee3\u8868\u5b83\u53ef\u4ee5\u76f4\u63a5\u63d2\u5165\u73fe\u6709\u6d41\u7a0b\uff0c\u672a\u5fc5\u9700\u8981\u5927\u6539\u7a0b\u5f0f\u3002README \u63d0\u5230 zero code changes \u7684\u4ee3\u7406\u65b9\u5f0f\uff0c\u5c0d\u5df2\u6709\u591a\u8a9e\u8a00\u7cfb\u7d71\u7684\u5718\u968a\u5c24\u5176\u5be6\u7528\uff1b\u53e6\u5916\u5b83\u8d70 local-first \u8207 reversible \u8def\u7dda\uff0c\u53d6\u5411\u660e\u986f\u662f\u5148\u4fdd\u7559\u53ef\u63a7\u6027\uff0c\u518d\u8ffd\u6c42\u7bc0\u7701 token\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c\u4e00\u822c\u53ea\u7e2e\u77ed\u8f38\u5165\u6587\u5b57\u7684\u505a\u6cd5\u76f8\u6bd4\uff0cHeadroom \u7684\u5dee\u7570\u5728\u65bc\u5b83\u540c\u6642\u8655\u7406\u6a21\u578b\u8f38\u51fa\uff0c\u6703\u6e1b\u5c11\u91cd\u8907\u5ba2\u5957\u3001\u91cd\u8ff0\u7a0b\u5f0f\u78bc\uff0c\u4ee5\u53ca\u5728\u4f8b\u884c\u6b65\u9a5f\u7565\u904e\u904e\u6df1\u7684\u300cthinking\u300d\u3002\u9019\u7a2e\u53d6\u6368\u6709\u52a9\u58d3\u4f4e\u4f86\u56de token\uff0c\u4f46\u4e5f\u4ee3\u8868\u8f03\u4f9d\u8cf4\u5b83\u5c0d\u5167\u5bb9\u91cd\u8981\u6027\u7684\u5224\u65b7\uff1b\u5c0d\u9700\u8981\u5b8c\u6574\u63a8\u7406\u75d5\u8de1\u6216\u9010\u5b57\u4fdd\u7559\u8f38\u51fa\u7684\u6d41\u7a0b\uff0c\u90e8\u7f72\u524d\u61c9\u5148\u505a\u56de\u6b78\u6e2c\u8a66\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u5217\u51fa\u7684\u6578\u5b57\u662f <strong>60\u201395% fewer tokens<\/strong>\uff0c\u793a\u4f8b\u4ea6\u6709 10,144 \u58d3\u5230 1,260 tokens\uff0c\u540c\u6642\u4fdd\u7559\u76f8\u540c\u554f\u984c\u7d50\u8ad6\uff1b\u4e0d\u904e\u9019\u4e9b\u7d50\u679c\u8f03\u9069\u5408\u8996\u70ba\u5b98\u65b9\u5c55\u793a\uff0c\u5177\u9ad4\u6548\u679c\u4ecd\u6703\u53d7\u4efb\u52d9\u985e\u578b\u5f71\u97ff\u3002\u8f03\u5bb9\u6613\u53d7\u76ca\u7684\u60c5\u5883\u5305\u62ec\u591a\u6b65\u9a5f agent\u3001\u8de8\u5de5\u5177\u8abf\u7528\u3001RAG \u5c0d\u8a71\u7cfb\u7d71\uff0c\u4ee5\u53ca Claude\u3001Codex\u3001Gemini \u4e4b\u9593\u9700\u8981\u5171\u4eab\u8a18\u61b6\u7684\u5718\u968a\u5354\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4 <strong>Library\u3001Proxy\u3001MCP server<\/strong> \u4e09\u7a2e\u63a5\u5165\u65b9\u5f0f<\/li>\n<li>\u53ef\u58d3\u7e2e\u5c0d\u8a71\u3001\u5de5\u5177\u8f38\u51fa\u3001logs\u3001RAG chunks \u8207\u6a94\u6848\u5167\u5bb9<\/li>\n<li>\u63d0\u4f9b cross-agent memory\uff0c\u652f\u63f4 Claude\u3001Codex\u3001Gemini \u5171\u7528\u8207\u53bb\u91cd<\/li>\n<li><code>headroom learn<\/code> \u6703\u6574\u7406\u5931\u6557 session\uff0c\u5beb\u5165 CLAUDE.local.md\u3001CLAUDE.md\u3001AGENTS.md \u6216 GEMINI.md<\/li>\n<li>\u76f8\u95dc\u6a21\u578b\u5305\u62ec <strong>Kompress-v2-base<\/strong>\uff0c\u800c\u6574\u9ad4\u5b9a\u4f4d\u8f03\u63a5\u8fd1 agent \u57fa\u790e\u8a2d\u65bd\uff0c\u4e0d\u662f\u55ae\u4e00\u804a\u5929\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u9ad4\u4f86\u770b\uff0cHeadroom \u6700\u6709\u50f9\u503c\u7684\u5730\u65b9\u4e0d\u5728\u65bc\u518d\u505a\u4e00\u500b\u5305\u88dd LLM \u7684\u4ecb\u9762\uff0c\u800c\u662f\u628a\u300c\u4e0a\u4e0b\u6587\u58d3\u7e2e\u300d\u7368\u7acb\u6210\u57fa\u790e\u5c64\u3002\u5c0d\u7d93\u5e38\u88ab token \u6210\u672c\u3001\u4e0a\u4e0b\u6587\u9577\u5ea6\u8207 agent \u8a18\u61b6\u96dc\u8a0a\u62d6\u6162\u7684\u9805\u76ee\uff0c\u5b83\u5c6c\u65bc\u503c\u5f97\u512a\u5148\u6e2c\u8a66\u7684\u4e00\u985e\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/headroomlabs-ai\/headroom\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u500b\u9805\u76ee\u5c08\u6ce8\u6e1b\u5c11 AI agent \u7684 token \u6d88\u8017\uff0c\u540c\u6642\u76e1\u91cf\u4fdd\u7559\u7b54\u6848\u54c1\u8cea\u3002\u5b83\u9069\u5408\u60f3\u964d\u4f4e\u6210\u672c\u3001\u52a0\u5feb\u56de\u61c9\u7684\u958b\u767c\u5718\u968a\u3002<\/p>\n","protected":false},"author":8,"featured_media":9809,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,140,116,151,152,109,150,76,146,191],"tags":[],"class_list":["post-9810","post","type-post","status-publish","format-standard","hentry","category-133","category-gemini","category-agentic","category-mcp","category-python","category-rag","category-150","category-76","category-146","category-anthropic"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9810","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9810"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9810\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9809"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9810"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9810"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9810"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}