{"id":4610,"date":"2026-08-05T06:01:49","date_gmt":"2026-08-04T22:01:49","guid":{"rendered":"http:\/\/viplao.com\/index.php\/2026\/08\/05\/%e7%83%ad%e9%97%a8%e6%8a%80%e8%83%bd-vol-057-agent-memory-%e8%85%be%e8%ae%af%e4%ba%91%e7%bb%99ai%e5%9b%a2%e9%98%9f%e8%a3%85%e4%b8%8a%e5%85%b1%e4%ba%ab%e5%a4%a7%e8%84%91\/"},"modified":"2026-08-05T06:01:49","modified_gmt":"2026-08-04T22:01:49","slug":"%e7%83%ad%e9%97%a8%e6%8a%80%e8%83%bd-vol-057-agent-memory-%e8%85%be%e8%ae%af%e4%ba%91%e7%bb%99ai%e5%9b%a2%e9%98%9f%e8%a3%85%e4%b8%8a%e5%85%b1%e4%ba%ab%e5%a4%a7%e8%84%91","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2026\/08\/05\/%e7%83%ad%e9%97%a8%e6%8a%80%e8%83%bd-vol-057-agent-memory-%e8%85%be%e8%ae%af%e4%ba%91%e7%bb%99ai%e5%9b%a2%e9%98%9f%e8%a3%85%e4%b8%8a%e5%85%b1%e4%ba%ab%e5%a4%a7%e8%84%91\/","title":{"rendered":"\u70ed\u95e8\u6280\u80fd Vol.057 | Agent Memory \u2014 \u817e\u8baf\u4e91\u7ed9AI\u56e2\u961f\u88c5\u4e0a\u5171\u4eab\u5927\u8111"},"content":{"rendered":"
\n

<\/p>\n

\n
\u6bcf\u65e5\u70ed\u95e8\u6280\u80fd\u5206\u4eab<\/div>\n
Vol.057 | Agent Memory<\/div>\n
\u817e\u8baf\u4e91\u5f00\u6e90 \u00b7 \u7ed9AI\u56e2\u961f\u88c5\u4e0a\u5171\u4eab\u5927\u8111<\/div>\n
\n 12K Stars \u00b7 MIT \u00b7 Agent\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<\/div>\n

<\/p>\n

<\/div>\n
\n
\u4f60\u7684Agent\u56e2\u961f\u6bcf\u6b21\u6362\u4f1a\u8bdd\u90fd\u8981\u4ece\u5934\u89e3\u91ca\u9879\u76ee\u80cc\u666f\uff1f\u817e\u8baf\u4e91\u628a\u8fd9\u4e2a\u75db\u70b9\u505a\u6210\u4e86\u5f00\u6e90\u65b9\u6848\u2014\u2014\u56db\u5c42\u8bb0\u5fc6\u84b8\u998f + \u56e2\u961f\u8d44\u4ea7\u5171\u4eab + \u51b7\u542f\u52a8\u5b58\u6863\uff0c\u8ba9AI\u56e2\u961f\u7684\u7ecf\u9a8c\u53ef\u4ee5\u79ef\u7d2f\u3001\u6d41\u8f6c\u548c\u7ee7\u627f\u3002<\/div>\n<\/div>\n

<\/p>\n

<\/div>\n\n\n
\n
12K+<\/div>\n
GitHub Stars<\/div>\n<\/td>\n
\n
4\u7c7b<\/div>\n
\u8bb0\u5fc6\u8d44\u4ea7<\/div>\n<\/td>\n
\n
L0~L3<\/div>\n
\u56db\u5c42\u84b8\u998f<\/div>\n<\/td>\n
\n
MIT<\/div>\n
\u5f00\u6e90\u534f\u8bae<\/div>\n<\/td>\n<\/tr>\n<\/table>\n

<\/p>\n

<\/div>\n
\u6709\u6ca1\u6709\u8bb0\u5fc6\uff0cAgent\u7684\u5dee\u8ddd<\/div>\n\n\n
\n
\u6ca1\u6709\u8bb0\u5fc6<\/div>\n
\u274c \u6bcf\u6b21\u6362\u4f1a\u8bdd\u91cd\u65b0\u89e3\u91ca\u9879\u76ee\u80cc\u666f
\u274c \u591a\u4e2aAgent\u4e4b\u95f4\u4fe1\u606f\u4e0d\u4e92\u901a
\u274c \u65b0Agent\u4ece\u96f6\u5f00\u59cb\u5b66\u4e60\u4ee3\u7801\u5e93
\u274c \u8e29\u8fc7\u7684\u5751\u4e0b\u6b21\u8fd8\u4f1a\u518d\u8e29
\u274c \u56e2\u961f\u7ecf\u9a8c\u968f\u4f1a\u8bdd\u6d88\u5931<\/div>\n<\/td>\n
<\/td>\n\n
\u6709\u4e86\u8bb0\u5fc6<\/div>\n
\u2705 \u4f1a\u8bdd\u81ea\u52a8\u84b8\u998f\u4e3a\u53ef\u590d\u7528\u77e5\u8bc6
\u2705 \u7ecf\u9a8c\u8d44\u4ea7\u6309\u89d2\u8272\u5206\u914d\u7ed9Agent
\u2705 \u5bfc\u5165\u4ee3\u7801\u5e93\u79d2\u5efaCodeGraph
\u2705 \u8e29\u5751\u8bb0\u5f55\u5168\u56e2\u961f\u5171\u4eab
\u2705 PersonaMem\u51c6\u786e\u7387\u63d0\u534759%<\/div>\n<\/td>\n<\/tr>\n<\/table>\n

<\/p>\n

<\/div>\n
\ud83d\udca1 \u6280\u80fd\u539f\u7406<\/div>\n
DESIGN PHILOSOPHY<\/div>\n
\n
\u8bb0\u5fc6\u4e0d\u662f\u804a\u5929\u8bb0\u5f55\u4ed3\u5e93\uff0c\u800c\u662f\u53ef\u7f16\u6392\u7684\u8d44\u4ea7\u4f53\u7cfb<\/div>\n
Agent Memory \u7684\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\uff1a\u628a\u300c\u8bb0\u5fc6\u300d\u4ece\u975e\u7ed3\u6784\u5316\u7684\u804a\u5929\u65e5\u5fd7\uff0c\u5347\u7ea7\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u7248\u672c\u5316\u3001\u6709\u6743\u9650\u63a7\u5236\u7684\u300c\u8bb0\u5fc6\u8d44\u4ea7\u300d\u3002\u7075\u611f\u6765\u6e90\u4e8e Karpathy \u7684 LLM Wiki \u601d\u60f3\u2014\u2014\u77e5\u8bc6\u5e94\u8be5\u88ab\u589e\u91cf\u6784\u5efa\u548c\u7ed3\u6784\u5316\u7d22\u5f15\uff0c\u800c\u4e0d\u662f\u6574\u6bb5\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002\u539f\u59cb\u5bf9\u8bdd\u7ecf\u8fc7\u5f02\u6b65\u7ba1\u9053\u9010\u5c42\u84b8\u998f\u4e3a L0~L3 \u56db\u4e2a\u7c92\u5ea6\uff0c\u56e2\u961f\u6309\u9700\u53d6\u7528\u800c\u975e\u5168\u91cf\u52a0\u8f7d\u3002<\/div>\n<\/div>\n
<\/div>\n\n\n
\n
\n
\ud83e\udde0<\/div>\n
L0\u2192L3 \u5206\u5c42\u84b8\u998f<\/div>\n
\u5bf9\u8bdd\u2192\u539f\u5b50\u4e8b\u5b9e\u2192\u573a\u666f\u77e5\u8bc6\u2192\u7528\u6237\u753b\u50cf\uff0c\u9010\u5c42\u63d0\u7eaf<\/div>\n<\/p><\/div>\n<\/td>\n
\n
\n
\ud83d\udce6<\/div>\n
\u56db\u7c7b\u8bb0\u5fc6\u8d44\u4ea7<\/div>\n
Chat Memory\/Skills\/Wiki\/CodeGraph \u7edf\u4e00\u6ce8\u518c\u7ba1\u7406<\/div>\n<\/p><\/div>\n<\/td>\n
\n
\n
\ud83c\udfaf<\/div>\n
Agent\u88c5\u5907\u673a\u5236<\/div>\n
\u56fa\u5b9a\u7ed1\u5b9a+ACL\u6743\u9650\uff0c\u6309\u89d2\u8272\u5206\u914d\u4e0d\u540c\u8bb0\u5fc6\u8d44\u4ea7<\/div>\n<\/p><\/div>\n<\/td>\n<\/tr>\n<\/table>\n

<\/p>\n

<\/div>\n
\ud83d\udd27 \u80fd\u5e72\u4ec0\u4e48<\/div>\n
FEATURES & SCENARIOS<\/div>\n
\n\n\n
\n
01<\/div>\n<\/td>\n
\n
\u56db\u5c42\u8bb0\u5fc6\u81ea\u52a8\u84b8\u998f<\/div>\n
\u539f\u59cb\u5bf9\u8bdd\u5f02\u6b65\u84b8\u998f\u4e3aL0\u2192L1\u2192L2\u2192L3\u56db\u5c42\u3002L1\u63d0\u53d6\u539f\u5b50\u4e8b\u5b9e\uff0cL2\u6309\u9879\u76ee\/\u573a\u666f\u805a\u5408\u77e5\u8bc6\u5757\uff0cL3\u6c89\u6dc0\u4e3a\u957f\u671f\u7528\u6237\u753b\u50cf\u3002\u6b63\u5e38\u68c0\u7d22\u8d70L2\/L3\u5feb\u901f\u542f\u52a8\u4e0a\u4e0b\u6587\uff0c\u7cbe\u786e\u56de\u6eaf\u8d70L1\/L0\u3002<\/div>\n
\ud83d\udca1 \u573a\u666f\uff1a\u4ea7\u54c1\u7ecf\u7406\u5bf9Agent\u8bf4\u4e8620\u8f6e\u9700\u6c42\u540e\uff0cAgent\u81ea\u52a8\u8bb0\u4f4f\u6240\u6709\u504f\u597d\u548c\u7ea6\u675f\uff0c\u4e0b\u6b21\u5f00\u65b0\u4f1a\u8bdd\u4e0d\u7528\u518d\u91cd\u590d\u3002<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n
<\/div>\n
\n\n\n
\n
02<\/div>\n<\/td>\n
\n
\u56e2\u961f\u7ecf\u9a8c\u8de8Agent\u5171\u4eab<\/div>\n
\u8bb0\u5fc6\u8d44\u4ea7\u9ed8\u8ba4\u79c1\u6709\uff0c\u663e\u5f0f\u64cd\u4f5c\u540e\u624d\u5171\u4eab\u3002\u652f\u6301private\/team\/restricted\u4e09\u7ea7\u6743\u9650\uff0c\u53ef\u6309\u7528\u6237\/\u89d2\u8272\/Agent\u7cbe\u786eACL\u3002Scout\u7684\u5e02\u573a\u8c03\u7814Wiki\u53ef\u4ee5\u5171\u4eab\u7ed9Builder\uff0c\u800cBuilder\u7684\u79c1\u6709\u8c03\u8bd5\u8bb0\u5fc6\u4e0d\u4f1a\u6cc4\u6f0f\u3002<\/div>\n
\ud83d\udca1 \u573a\u666f\uff1a\u4e00\u4eba\u516c\u53f84\u4e2aAgent\uff08Scout\/Builder\/Reviewer\/Memory\uff09\uff0cReviewer\u4e0a\u7ebf\u81ea\u52a8\u7ee7\u627fBuilder\u8e29\u8fc7\u7684\u5751\u548c\u53d1\u5e03\u7ecf\u9a8c\u3002<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n
<\/div>\n
\n\n\n
\n
03<\/div>\n<\/td>\n
\n
\u51b7\u542f\u52a8\u79d2\u52a0\u8f7d\u300c\u5b58\u6863\u300d<\/div>\n
\u5bfc\u5165\u5df2\u6709\u4ee3\u7801\u5e93\u3001\u6587\u6863\u3001\u5386\u53f2\u4f1a\u8bdd\uff0cCodeGraph\u81ea\u52a8\u5efa\u7d22\u5f15\uff0cWiki\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u77e5\u8bc6\u56fe\u8c31\uff0cChat Memory\u81ea\u52a8\u63d0\u53d6\u53ef\u590d\u7528\u7ecf\u9a8c\u3002\u65b0Agent\u56e2\u961f\u7b2c\u4e00\u5929\u5c31\u80fd\u300c\u8bfb\u6863\u300d\u5f00\u5de5\uff0c\u4e0d\u518d\u4ece\u96f6\u5b66\u4e60\u3002<\/div>\n
\ud83d\udca1 \u573a\u666f\uff1a\u65b0\u4eba\u63a5\u624b\u8001\u9879\u76ee\uff0c\u5bfc\u5165\u4ee3\u7801\u5e93\u548c\u5386\u53f2Issue\u540e\uff0cAgent\u7acb\u5373\u77e5\u9053\u300c\u4e0d\u8981\u91cd\u6784\u8001\u7684auth\u6a21\u5757\uff0c\u79fb\u52a8\u7aef\u8fd8\u5728\u7528\u300d\u3002<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n
<\/div>\n
\n\n\n
\n
04<\/div>\n<\/td>\n
\n
\u4ee3\u7801\u667a\u80fd\u56fe\u8c31\u5f15\u64ce<\/div>\n
CodeGraph\u7d22\u5f15\u4ee3\u7801\u7b26\u53f7\u3001\u6587\u4ef6\u3001\u8c03\u7528\u5173\u7cfb\u548c\u5f71\u54cd\u8def\u5f84\u3002Agent\u4fee\u6539\u4ee3\u7801\u524d\u53ef\u5148\u67e5\u5f71\u54cd\u8303\u56f4\uff1a\u8c01\u8c03\u7528\u4e86\u8fd9\u4e2a\u51fd\u6570\u3001\u6539\u4e86\u8fd9\u91cc\u4f1a\u5f71\u54cd\u54ea\u4e9b\u6a21\u5757\u3002\u4e0d\u53ea\u662f\u300c\u4ee3\u7801\u5728\u8fd9\u300d\uff0c\u800c\u662f\u300c\u6539\u4e86\u8fd9\u91cc\u53ef\u80fd\u5f71\u54cd\u90a3\u91cc\u300d\u3002<\/div>\n
\ud83d\udca1 \u573a\u666f\uff1a\u5f00\u53d1\u8005\u8ba9Agent\u91cd\u6784\u4e00\u4e2a\u51fd\u6570\uff0cAgent\u5148\u67e5CodeGraph\u53d1\u73b03\u4e2a\u6a21\u5757\u4f9d\u8d56\u5b83\uff0c\u4e8e\u662f\u5148\u5199\u8fc1\u79fb\u65b9\u6848\u518d\u52a8\u624b\u3002<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n

<\/p>\n

<\/div>\n
\ud83d\ude80 \u600e\u4e48\u5e72<\/div>\n
HOW TO USE<\/div>\n
\n\n\n
\n
STEP 1<\/div>\n<\/td>\n
\n
\u514b\u9686\u4ed3\u5e93\u5e76\u4e00\u952e\u542f\u52a8<\/div>\n
Memory Core + Memory Hub + Proxy \u4e09\u4e2a\u670d\u52a1\u4e00\u6b21\u6027\u62c9\u8d77\uff0c\u542f\u52a8\u5b8c\u4f1a\u8f93\u51fa\u4e00\u884c\u914d\u7f6e\u76f4\u63a5\u7c98\u8d34\u5230Claude\u3002<\/div>\n
git clone https:\/\/github.com\/Tencent\/TencentDB-Agent-Memory.git
cd TencentDB-Agent-Memory\/deploy\/global-images
cp .env.example .env && vim .env
.\/start-all.sh<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n
<\/div>\n
\n\n\n
\n
STEP 2<\/div>\n<\/td>\n
\n
\u5bfc\u5165\u51b7\u542f\u52a8\u8d44\u4ea7<\/div>\n
\u6253\u5f00 localhost:8125 \u9762\u677f\uff0c\u5bfc\u5165\u4ee3\u7801\u4ed3\u5e93\u3001\u6587\u6863\u548c\u5386\u53f2\u4f1a\u8bdd\u3002CodeGraph\u548cWiki\u4f1a\u5728\u540e\u53f0\u5f02\u6b65\u6784\u5efa\uff0c\u72b6\u6001\u53d8\u4e3aready\u5373\u53ef\u4f7f\u7528\u3002<\/div>\n
# \u9762\u677f\u5730\u5740
open http:\/\/localhost:8125
# \u5bfc\u5165\uff1a\u4ee3\u7801\u5e93\u2192CodeGraph
# \u5bfc\u5165\uff1a\u6587\u6863\u2192Wiki
# \u5bfc\u5165\uff1a\u5386\u53f2\u4f1a\u8bdd\u2192Chat Memory + Skills<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n
<\/div>\n
\n\n\n
\n
STEP 3<\/div>\n<\/td>\n
\n
\u7ed9Agent\u56e2\u961f\u88c5\u5907\u8bb0\u5fc6<\/div>\n
\u5728Memory Hub\u521b\u5efa\u56e2\u961f\uff0c\u4e3a\u4e0d\u540c\u89d2\u8272Agent\u7ed1\u5b9a\u4e0d\u540c\u8bb0\u5fc6\u8d44\u4ea7\u3002Scout\u7ed1Wiki+\u5e02\u573a\u8c03\u7814Skill\uff0cBuilder\u7ed1CodeGraph+\u9879\u76eeWiki\uff0cReviewer\u7ed1\u5386\u53f2\u4e8b\u6545Chat Memory+\u53d1\u5e03Skill\u3002<\/div>\n
# Hub\u9762\u677f\u64cd\u4f5c\uff1a\u521b\u5efa\u56e2\u961f\u2192\u6dfb\u52a0Agent
# \u4e3a\u6bcf\u4e2aAgent\u7ed1\u5b9a\u8bb0\u5fc6\u8d44\u4ea7
# Scout \u2190 Market Wiki + Research Skill
# Builder \u2190 CodeGraph + Product Wiki
# Reviewer \u2190 Incident Memory + Release Skill<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n

<\/p>\n

<\/div>\n
\u7efc\u5408\u8bc4\u4ef7<\/div>\n
OVERALL RATING<\/div>\n\n\n
\n\n\n\n\n
\n S<\/span>\n <\/td>\n\n
\u67b6\u6784\u8bbe\u8ba1<\/div>\n
\u56db\u5c42\u84b8\u998f + \u56db\u7c7b\u8d44\u4ea7\uff0c\u8fdc\u8d85\u4f20\u7edfRAG\u7684\u8bb0\u5fc6\u6df1\u5ea6<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n
<\/td>\n<\/tr>\n
\n\n\n\n\n
\n A<\/span>\n <\/td>\n\n
\u4e0a\u624b\u96be\u5ea6<\/div>\n
\u4e00\u952e\u542f\u52a8\u811a\u672c + \u9762\u677f\u64cd\u4f5c\uff0c\u4f46\u9700\u914dLLM\u53c2\u6570<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n
<\/td>\n<\/tr>\n
\n\n\n
\n A+<\/span>\n <\/td>\n\n
\u5b9e\u7528\u6027<\/div>\n
\u89e3\u51b3Agent\u300c\u5931\u5fc6\u300d\u8fd9\u4e00\u6838\u5fc3\u75db\u70b9\uff0cPersonaMem\u51c6\u786e\u7387+59%<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n<\/table>\n

<\/p>\n

<\/div>\n
\n
\ud83c\udfaf \u9002\u5408\u8c01\uff1f<\/div>\n
\u2460 \u7528\u591a\u4e2aAgent\u534f\u4f5c\u5f00\u53d1\u7684\u4e00\u4eba\u516c\u53f8\/\u72ec\u7acb\u5f00\u53d1\u8005
\u2461 \u9700\u8981\u8ba9Agent\u300c\u8bb0\u4f4f\u300d\u9879\u76ee\u4e0a\u4e0b\u6587\u7684\u957f\u671f\u9879\u76ee\u56e2\u961f
\u2462 \u53d7\u591f\u4e86\u6bcf\u6b21\u8ddfAI\u90fd\u8981\u91cd\u65b0\u89e3\u91ca\u9879\u76ee\u80cc\u666f\u7684\u5f00\u53d1\u8005
\u2463 \u60f3\u8981\u8de8Agent\u6846\u67b6\u8fc1\u79fb\u8bb0\u5fc6\u8d44\u4ea7\u7684\u8fdb\u9636\u7528\u6237<\/div>\n<\/div>\n

<\/p>\n

<\/div>\n
\n
\u8ba9\u56e2\u961f\u8d70\u8fc7\u7684\u8def\uff0c\u6210\u4e3a\u4e0b\u4e00\u4e2aAgent\u7684\u8d77\u8dd1\u7ebf<\/div>\n
GitHub\u641c\u7d22 TencentDB-Agent-Memory<\/div>\n
github.com\/TencentCloud\/TencentDB-Agent-Memory<\/div>\n<\/div>\n

<\/p>\n

\n
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\u597d\u7684\u5185\u5bb9\u4e0d\u8be5\u53ea\u505c\u5728\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u91cc\uff0c\u5b83\u5e94\u8be5\u8d70\u8fdb\u4e00\u4e2a\u4eba\u7684\u884c\u52a8\u3002<\/div>\n
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\u70ed\u95e8\u6280\u80fd Vol.057 \u00b7 2026-08-05<\/div>\n<\/div>\n<\/div>\n
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github.com\/TencentCloud\/TencentDB-Agent-Memory<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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