{"id":55775,"date":"2025-02-19T16:33:08","date_gmt":"2025-02-19T08:33:08","guid":{"rendered":"https:\/\/fwq.ai\/blog\/55775\/"},"modified":"2025-02-19T16:33:08","modified_gmt":"2025-02-19T08:33:08","slug":"%e4%bd%bf%e7%94%a8-claude-3-5-sonnet-%e6%9e%84%e5%bb%ba-ai-%e5%88%9b%e4%b8%9a%e8%b6%8b%e5%8a%bf%e5%88%86%e6%9e%90%e4%bb%a3%e7%90%86","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/55775\/","title":{"rendered":"\u4f7f\u7528 Claude 3.5 Sonnet \u6784\u5efa AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406"},"content":{"rendered":"<h2>\u7528\u4e0d\u5230 50 \u884c Python \u4ee3\u7801\u5b9e\u73b0\u5168\u529f\u80fd AI \u4ee3\u7406\u5e94\u7528\uff08\u9010\u6b65\u6307\u5bfc\uff09<\/h2>\n<p>AI \u5de5\u5177\u6b63\u5728\u6539\u53d8\u4f01\u4e1a\u5bb6\u8bc6\u522b\u8d8b\u52bf\u548c\u51b3\u7b56\u7684\u65b9\u5f0f\uff0c\u4f46\u6784\u5efa\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u89e3\u51b3\u65b9\u6848\u6765\u5206\u6790\u521b\u4e1a\u673a\u4f1a\u901a\u5e38\u9700\u8981\u6574\u5408\u591a\u4e2a\u6570\u636e\u6e90\u5e76\u5feb\u901f\u5904\u7406\u3002\u7136\u800c\uff0c\u901a\u8fc7\u914d\u5907\u5408\u9002\u5de5\u5177\u7684\u5148\u8fdb\u5927\u8bed\u8a00\u6a21\u578b (LLM)\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\u3002<\/p>\n<p>\u5728\u672c\u6559\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u6307\u5bfc\u60a8\u6784\u5efa\u4e00\u4e2a&nbsp;<strong>AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406<\/strong>\u3002\u8fd9\u4e2a AI \u4ee3\u7406\u5c06\u5206\u6790\u521b\u4e1a\u65b0\u95fb\uff0c\u8bc6\u522b\u65b0\u5174\u8d8b\u52bf\uff0c\u5e76\u9a8c\u8bc1\u521b\u4e1a\u60f3\u6cd5\u3002\u5b83\u5c06\u4f7f\u7528\u4e0d\u5230 50 \u884c Python \u4ee3\u7801\uff0c\u7ed3\u5408&nbsp;<strong>Newspaper4k<\/strong>&nbsp;\u548c&nbsp;<strong>DuckDuckGo<\/strong>\uff0c\u5e76\u4f7f\u7528  3.5 Sonnet\u3002<\/p>\n<p> <\/p>\n<p><strong>\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n<ul>\n<li>\u7528\u6237\u8f93\u5165\uff1a\u5141\u8bb8\u4f01\u4e1a\u5bb6\u8f93\u5165\u611f\u5174\u8da3\u7684\u7279\u5b9a\u521b\u4e1a\u9886\u57df\u6216\u6280\u672f<\/li>\n<li>\u65b0\u95fb\u6536\u96c6\uff1a\u4f7f\u7528&nbsp;@DuckDuckGo<\/li>\n<\/ul>\n<p>\u6536\u96c6\u6700\u65b0\u7684\u521b\u4e1a\u65b0\u95fb\u548c\u5e02\u573a\u5206\u6790<\/p>\n<ul>\n<li>\u6458\u8981\u751f\u6210\uff1a\u4f7f\u7528 Newspaper4k \u751f\u6210\u7ecf\u9a8c\u8bc1\u4fe1\u606f\u7684\u7b80\u6d01\u6458\u8981<\/li>\n<li>\u8d8b\u52bf\u5206\u6790\uff1a\u8bc6\u522b\u521b\u4e1a\u878d\u8d44\u3001\u6280\u672f\u5e94\u7528\u548c\u5e02\u573a\u673a\u4f1a\u7684\u65b0\u5174\u6a21\u5f0f<\/li>\n<li>\u524d\u7aef\u754c\u9762\uff1a@streamlit<\/li>\n<\/ul>\n<p>\u63d0\u4f9b\u7528\u6237\u53cb\u597d\u7684\u4ea4\u4e92\u754c\u9762<\/p>\n<p><strong>\u7cfb\u7edf\u67b6\u6784\u5305\u542b\u4e09\u4e2a Agent\uff1a<\/strong><\/p>\n<ul>\n<li>\u65b0\u95fb\u6536\u96c6\uff1a\u8d1f\u8d23\u641c\u7d22\u548c\u6536\u96c6\u76f8\u5173\u6587\u7ae0<\/li>\n<li>\u6458\u8981\u64b0\u5199\uff1a\u5904\u7406\u548c\u603b\u7ed3\u6587\u7ae0\u5185\u5bb9<\/li>\n<li>\u8d8b\u52bf\u5206\u6790\uff1a\u5206\u6790\u6458\u8981\u5e76\u8bc6\u522b\u8d8b\u52bf<\/li>\n<\/ul>\n<p><strong>\u5b9e\u73b0\u6b65\u9aa4\uff1a<\/strong><\/p>\n<ul>\n<li>\u73af\u5883\u8bbe\u7f6e\uff1a\u5305\u62ec\u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56\u548c\u83b7\u53d6 API \u5bc6\u94a5<\/li>\n<li>\u521b\u5efa Streamlit \u5e94\u7528\uff1a\u6784\u5efa\u7528\u6237\u754c\u9762<\/li>\n<li>\u5b9e\u73b0\u4e09\u4e2a Agent \u7684\u529f\u80fd\u5e76\u5c06\u5b83\u4eec\u7ec4\u5408\u6210\u4e00\u4e2a\u56e2\u961f<\/li>\n<li>\u6267\u884c\u5206\u6790\u5de5\u4f5c\u6d41\u7a0b\u5e76\u5c55\u793a\u7ed3\u679c<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"\/\/www.w3.org\/2000\/svg'%20viewBox='0%200%20888%20440'%3E%3C\/svg%3E\" title=\"\u4f7f\u7528 Claude 3.5 Sonnet \u6784\u5efa AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u63d2\u56fe\" alt=\"\u4f7f\u7528 Claude 3.5 Sonnet \u6784\u5efa AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u63d2\u56fe\" \/> <img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/www.aisharenet.com\/wp-content\/uploads\/2024\/12\/64a9503dcd66726.jpg\" title=\"\u4f7f\u7528 Claude 3.5 Sonnet \u6784\u5efa AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u63d2\u56fe1\" alt=\"\u4f7f\u7528 Claude 3.5 Sonnet \u6784\u5efa AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u63d2\u56fe1\" \/> <\/p>\n<p>&nbsp;<\/p>\n<h2><strong>\u6211\u4eec\u5c06\u6784\u5efa\u4ec0\u4e48<\/strong><\/h2>\n<p>AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u662f\u4e3a\u65b0\u5174\u4f01\u4e1a\u5bb6\u8bbe\u8ba1\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u8bc6\u522b\u521d\u73b0\u7aef\u502a\u7684\u8d8b\u52bf\u3001\u6f5c\u5728\u5e02\u573a\u7a7a\u767d\u548c\u7279\u5b9a\u9886\u57df\u7684\u589e\u957f\u673a\u4f1a\uff0c\u751f\u6210\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\u3002\u5b83\u7ed3\u5408 Newspaper4k \u548c DuckDuckGo \u626b\u63cf\u5e76\u5206\u6790\u4ee5\u521b\u4e1a\u4e3a\u4e2d\u5fc3\u7684\u6587\u7ae0\u548c\u5e02\u573a\u6570\u636e\u3002\u501f\u52a9 Claude 3.5 Sonnet\uff0c\u5b83\u5904\u7406\u8fd9\u4e9b\u4fe1\u606f\u4ee5\u63d0\u53d6\u65b0\u5174\u6a21\u5f0f\uff0c\u5e76\u5e2e\u52a9\u4f01\u4e1a\u5bb6\u53d1\u73b0\u6709\u524d\u666f\u7684\u521b\u4e1a\u673a\u4f1a\u3002<\/p>\n<p><strong>\u529f\u80fd<\/strong><\/p>\n<ul>\n<li><strong>\u7528\u6237\u63d0\u793a<\/strong>\uff1a\u4f01\u4e1a\u5bb6\u53ef\u4ee5\u8f93\u5165\u611f\u5174\u8da3\u7684\u7279\u5b9a\u521b\u4e1a\u9886\u57df\u6216\u6280\u672f\u8fdb\u884c\u7814\u7a76\u3002<\/li>\n<li><strong>\u65b0\u95fb\u6536\u96c6<\/strong>\uff1a\u8be5\u4ee3\u7406\u901a\u8fc7 DuckDuckGo \u6536\u96c6\u6700\u8fd1\u7684\u521b\u4e1a\u65b0\u95fb\u3001\u878d\u8d44\u52a8\u6001\u548c\u5e02\u573a\u5206\u6790\u3002<\/li>\n<li><strong>\u6458\u8981\u751f\u6210<\/strong>\uff1a\u4f7f\u7528 Newspaper4k \u751f\u6210\u7ecf\u8fc7\u9a8c\u8bc1\u4fe1\u606f\u7684\u7b80\u6d01\u6458\u8981\u3002<\/li>\n<li><strong>\u8d8b\u52bf\u5206\u6790<\/strong>\uff1a\u7cfb\u7edf\u8bc6\u522b\u521b\u4e1a\u878d\u8d44\u3001\u6280\u672f\u91c7\u7eb3\u548c\u5e02\u573a\u673a\u4f1a\u7684\u8d8b\u52bf\uff0c\u5e76\u5206\u6790\u76f8\u5173\u6545\u4e8b\u3002<\/li>\n<li><strong>Streamlit \u754c\u9762<\/strong>\uff1a\u5e94\u7528\u7a0b\u5e8f\u91c7\u7528 Streamlit \u6784\u5efa\u7684\u7528\u6237\u53cb\u597d\u754c\u9762\uff0c\u65b9\u4fbf\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><strong>\u524d\u7f6e\u6761\u4ef6<\/strong><\/h2>\n<p>\u5728\u6211\u4eec\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u5df2\u7ecf\u5177\u5907\u4ee5\u4e0b\u6761\u4ef6\uff1a<\/p>\n<ol>\n<li>\u5728\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a\u5b89\u88c5 Python\uff08\u5efa\u8bae\u4f7f\u7528 3.7 \u6216\u66f4\u9ad8\u7248\u672c\uff09<\/li>\n<li>\u62e5\u6709&nbsp;<\/li>\n<li>\u5bf9 Python \u7f16\u7a0b\u6709\u57fa\u672c\u7684\u4e86\u89e3<\/li>\n<li>\u4f7f\u7528\u60a8\u559c\u6b22\u7684\u4ee3\u7801\u7f16\u8f91\u5668\uff08\u6211\u4eec\u63a8\u8350 VS Code \u6216 PyCharm\uff0c\u5b83\u4eec\u5bf9 Python \u7684\u652f\u6301\u975e\u5e38\u4f18\u79c0\uff09<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2><strong>\u9010\u6b65\u64cd\u4f5c\u6307\u5357<\/strong><\/h2>\n<h4><strong>\u8bbe\u7f6e\u5f00\u53d1\u73af\u5883<\/strong><\/h4>\n<p>\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u51c6\u5907\u597d\u5f00\u53d1\u73af\u5883\uff1a<\/p>\n<ol>\n<li>\u514b\u9686 GitHub \u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/Shubhamsaboo\/awesome-llm-apps.git\r\n<\/code><\/pre>\n<ol>\n<li>\u8fdb\u5165&nbsp;&nbsp;\u6587\u4ef6\u5939\uff1a<\/li>\n<\/ol>\n<pre><code>cd ai_agent_tutorials\/ai_startup_trend_analysis_agent\r\n<\/code><\/pre>\n<ol>\n<li>\u5b89\u88c5&nbsp;<strong><\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<ol>\n<li>\u83b7\u53d6\u60a8\u7684 API \u5bc6\u94a5\uff1a\u6ce8\u518c&nbsp;<strong><\/strong>&nbsp;\u8d26\u6237\u5e76\u83b7\u53d6\u60a8\u7684 API \u5bc6\u94a5\u3002<\/li>\n<\/ol>\n<h4><strong>\u521b\u5efa Streamlit \u5e94\u7528<\/strong><\/h4>\n<p>\u8ba9\u6211\u4eec\u521b\u5efa\u5e94\u7528\u3002\u65b0\u5efa\u6587\u4ef6&nbsp;<code>startup_trends_agent.py<\/code>\uff0c\u5e76\u6dfb\u52a0\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<ol>\n<li><strong>\u5bfc\u5165\u5fc5\u8981\u7684\u5e93\uff1a<\/strong><br \/> \u2022 \u7528\u4e8e\u6784\u5efa\u7f51\u9875\u5e94\u7528\u7684 Streamlit<br \/> \u2022 \u7528\u4e8e\u6784\u5efa AI \u4ee3\u7406\u548c\u5de5\u5177\u7684 <br \/> \u2022 \u5927\u8bed\u8a00\u6a21\u578b Claude Sonnet 3.5<br \/> \u2022 \u7528\u4e8e\u641c\u7d22\u7684 DuckDuckGo<br \/> \u2022 \u7528\u4e8e\u6587\u7ae0\u5904\u7406\u7684 Newspaper4k<\/li>\n<\/ol>\n<pre><code>import streamlit as st\r\nfrom phi.agent import Agent\r\nfrom phi.tools.duckduckgo import DuckDuckGo\r\nfrom phi.model.anthropic import Claude\r\nfrom phi.tools.newspaper4k import Newspaper4k\r\nfrom phi.tools import Tool\r\nimport logging\r\n<\/code><\/pre>\n<ol>\n<li><strong>\u521b\u5efa Streamlit \u5e94\u7528\uff1a<\/strong><br \/> \u2022 \u754c\u9762\u7b80\u6d01\u6e05\u6670<br \/> \u2022 \u5b89\u5168\u7684 API \u5bc6\u94a5\u8f93\u5165<br \/> \u2022 \u57fa\u4e8e\u4e3b\u9898\u7684\u5206\u6790<\/li>\n<\/ol>\n<pre><code># \u8bbe\u7f6e Streamlit \u5e94\u7528\r\nst.title(\"AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u52a9\u624b \")\r\nst.caption(\"\u53ea\u9700\u70b9\u51fb\u4e00\u4e0b\uff0c\u83b7\u53d6\u57fa\u4e8e\u60a8\u611f\u5174\u8da3\u4e3b\u9898\u7684\u6700\u65b0\u8d8b\u52bf\u5206\u6790\u548c\u521b\u4e1a\u673a\u4f1a\u3002\")\r\ntopic = st.text_input(\"\u8f93\u5165\u60a8\u611f\u5174\u8da3\u7684\u521b\u4e1a\u9886\u57df\uff1a\")\r\nanthropic_api_key = st.sidebar.text_input(\"\u8f93\u5165  API \u5bc6\u94a5\", type=\"password\")\r\nif st.button(\"\u751f\u6210\u5206\u6790\"):\r\nif not anthropic_api_key:\r\nst.warning(\"\u8bf7\u8f93\u5165\u5fc5\u9700\u7684 API \u5bc6\u94a5\u3002\")\r\nelse:\r\nwith st.spinner(\"\u6b63\u5728\u5904\u7406\u60a8\u7684\u8bf7\u6c42...\"):\r\ntry:\r\n# \u521d\u59cb\u5316 Anthropic \u6a21\u578b\r\nanthropic_model = Claude(id =\"claude-3-5-sonnet-20240620\",api_key=anthropic_api_key)\r\n<\/code><\/pre>\n<ol>\n<li><strong>\u521b\u5efa\u65b0\u95fb\u6536\u96c6\u4ee3\u7406\uff1a<\/strong><br \/> \u2022 \u4f7f\u7528 DuckDuckGo \u8fdb\u884c\u641c\u7d22<br \/> \u2022 \u6536\u96c6\u6700\u65b0\u6587\u7ae0<br \/> \u2022 \u9650\u5236\u4e3a 5 \u6761\u7ed3\u679c\u4ee5\u4fdd\u6301\u91cd\u70b9<\/li>\n<\/ol>\n<pre><code># \u5b9a\u4e49\u65b0\u95fb\u6536\u96c6\u4ee3\u7406 - DuckDuckGo \u641c\u7d22\u5de5\u5177\u4f7f\u4ee3\u7406\u80fd\u591f\u4ece\u7f51\u4e0a\u641c\u7d22\u4fe1\u606f\u3002\r\nsearch_tool = DuckDuckGo(search=True, news=True, fixed_max_results=5)\r\nnews_collector = Agent(\r\nname=\"\u65b0\u95fb\u6536\u96c6\u5668\",\r\nrole=\"\u6536\u96c6\u5173\u4e8e\u6307\u5b9a\u4e3b\u9898\u7684\u6700\u65b0\u65b0\u95fb\u6587\u7ae0\",\r\ntools=[search_tool],\r\nmodel=anthropic_model,\r\ninstructions=[\"\u6536\u96c6\u8be5\u4e3b\u9898\u7684\u6700\u65b0\u6587\u7ae0\"],\r\nshow_tool_calls=True,\r\nmarkdown=True,\r\n)\r\n<\/code><\/pre>\n<ol>\n<li><strong>\u6dfb\u52a0\u6458\u8981\u751f\u6210\u4ee3\u7406\uff1a<\/strong><br \/> \u2022 \u5904\u7406\u6587\u7ae0\u5185\u5bb9<br \/> \u2022 \u521b\u5efa\u7b80\u6d01\u6458\u8981<br \/> \u2022 \u4fdd\u7559\u5173\u952e\u4fe1\u606f<\/li>\n<\/ol>\n<pre><code># \u5b9a\u4e49\u6458\u8981\u751f\u6210\u4ee3\u7406\r\nnews_tool = Newspaper4k(read_article=True, include_summary=True)\r\nsummary_writer = Agent(\r\nname=\"\u6458\u8981\u751f\u6210\u5668\",\r\nrole=\"\u4e3a\u6536\u96c6\u5230\u7684\u65b0\u95fb\u6587\u7ae0\u751f\u6210\u6458\u8981\",\r\ntools=[news_tool],\r\nmodel=anthropic_model,\r\ninstructions=[\"\u63d0\u4f9b\u6587\u7ae0\u7684\u7b80\u6d01\u6458\u8981\"],\r\nshow_tool_calls=True,\r\nmarkdown=True,\r\n)\r\n<\/code><\/pre>\n<ol>\n<li><strong>\u521b\u5efa\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\uff1a<\/strong><br \/> \u2022 \u5206\u6790\u603b\u7ed3\u5185\u5bb9<br \/> \u2022 \u8bc6\u522b\u8d8b\u52bf<br \/> \u2022 \u53d1\u6398\u521b\u4e1a\u673a\u4f1a<\/li>\n<\/ol>\n<pre><code># \u5b9a\u4e49\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\r\ntrend_analyzer = Agent(\r\nname=\"\u8d8b\u52bf\u5206\u6790\u5668\",\r\nrole=\"\u4ece\u6458\u8981\u4e2d\u5206\u6790\u8d8b\u52bf\",\r\nmodel=anthropic_model,\r\ninstructions=[\"\u8bc6\u522b\u65b0\u5174\u8d8b\u52bf\u548c\u6f5c\u5728\u521b\u4e1a\u673a\u4f1a\"],\r\nshow_tool_calls=True,\r\nmarkdown=True,\r\n)\r\n<\/code><\/pre>\n<ol>\n<li><strong>\u5c06\u4ee3\u7406\u7ec4\u5408\u4e3a\u56e2\u961f\uff1a<\/strong><br \/> \u2022 \u534f\u8c03\u5de5\u4f5c\u6d41<br \/> \u2022 \u786e\u4fdd\u6570\u636e\u6d41\u52a8<br \/> \u2022 \u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4<\/li>\n<\/ol>\n<pre><code># Phidata \u7684\u591a\u4ee3\u7406\u56e2\u961f\u8bbe\u7f6e\uff1a\r\nagent_team = Agent(\r\nagents=[news_collector, summary_writer, trend_analyzer],\r\ninstructions=[\r\n\"\u9996\u5148\uff0c\u4f7f\u7528 DuckDuckGo \u641c\u7d22\u4e0e\u7528\u6237\u6307\u5b9a\u4e3b\u9898\u76f8\u5173\u7684\u6700\u65b0\u65b0\u95fb\u6587\u7ae0\u3002\",\r\n\"\u7136\u540e\uff0c\u5c06\u6536\u96c6\u5230\u7684\u6587\u7ae0\u94fe\u63a5\u63d0\u4f9b\u7ed9\u6458\u8981\u751f\u6210\u5668\u3002\",\r\n\"\u91cd\u8981\u63d0\u793a\uff1a\u5fc5\u987b\u786e\u4fdd\u6458\u8981\u751f\u6210\u5668\u63a5\u6536\u5230\u6240\u6709\u6587\u7ae0\u94fe\u63a5\u4ee5\u4f9b\u9605\u8bfb\u3002\",\r\n\"\u63a5\u4e0b\u6765\uff0c\u6458\u8981\u751f\u6210\u5668\u5c06\u9605\u8bfb\u6587\u7ae0\u5e76\u4e3a\u6bcf\u7bc7\u6587\u7ae0\u51c6\u5907\u7b80\u6d01\u7684\u6458\u8981\u3002\",\r\n\"\u603b\u7ed3\u540e\uff0c\u6458\u8981\u5c06\u88ab\u4f20\u9012\u7ed9\u8d8b\u52bf\u5206\u6790\u5668\u3002\",\r\n\"\u6700\u540e\uff0c\u8d8b\u52bf\u5206\u6790\u5668\u5c06\u6839\u636e\u63d0\u4f9b\u7684\u6458\u8981\uff0c\u8bc6\u522b\u65b0\u5174\u8d8b\u52bf\u548c\u6f5c\u5728\u521b\u4e1a\u673a\u4f1a\uff0c\u5e76\u4ee5\u8be6\u7ec6\u62a5\u544a\u5f62\u5f0f\u63d0\u4f9b\uff0c\u8ba9\u4efb\u4f55\u5e74\u8f7b\u4f01\u4e1a\u5bb6\u90fd\u80fd\u8f7b\u677e\u83b7\u53d6\u5de8\u5927\u4ef7\u503c\u3002\"\r\n],\r\nshow_tool_calls=True,\r\nmarkdown=True,\r\n)\r\n<\/code><\/pre>\n<ol>\n<li><strong>\u6267\u884c\u5206\u6790\u5de5\u4f5c\u6d41\uff1a<\/strong><br \/> \u2022 \u987a\u5e8f\u5904\u7406<br \/> \u2022 \u786e\u4fdd\u6570\u636e\u6d41\u52a8<br \/> \u2022 \u663e\u793a\u7ed3\u679c<\/li>\n<\/ol>\n<pre><code># \u6b65\u9aa4 1\uff1a\u6536\u96c6\u65b0\u95fb\r\nnews_response = news_collector.run(f\"\u6536\u96c6\u5173\u4e8e {topic} \u7684\u6700\u65b0\u65b0\u95fb\")\r\narticles = news_response.content\r\n# \u6b65\u9aa4 2\uff1a\u603b\u7ed3\u6587\u7ae0\r\nsummary_response = summary_writer.run(f\"\u603b\u7ed3\u4ee5\u4e0b\u6587\u7ae0\uff1a\\n{articles}\")\r\nsummaries = summary_response.content\r\n# \u6b65\u9aa4 3\uff1a\u5206\u6790\u8d8b\u52bf\r\ntrend_response = trend_analyzer.run(f\"\u4ece\u4ee5\u4e0b\u6458\u8981\u4e2d\u5206\u6790\u8d8b\u52bf\uff1a\\n{summaries}\")\r\nanalysis = trend_response.content\r\n# \u663e\u793a\u7ed3\u679c - \u5982\u679c\u9700\u8981\u8fdb\u4e00\u6b65\u4f7f\u7528\uff0c\u53ef\u4ee5\u53d6\u6d88\u6ce8\u91ca\u4ee5\u4e0b\u4e24\u884c\u4ee5\u83b7\u53d6\u6458\u8981\uff01\r\n# st.subheader(\"\u65b0\u95fb\u6458\u8981\")\r\n# # st.write(summaries)\r\nst.subheader(\"\u8d8b\u52bf\u5206\u6790\u548c\u6f5c\u5728\u521b\u4e1a\u673a\u4f1a\")\r\nst.write(analysis)\r\nexcept Exception as e:\r\nst.error(f\"\u53d1\u751f\u9519\u8bef\uff1a{e}\")\r\nelse:\r\nst.info(\"\u8f93\u5165\u4e3b\u9898\u548c API \u5bc6\u94a5\uff0c\u7136\u540e\u70b9\u51fb\u201c\u751f\u6210\u5206\u6790\u201d\u4ee5\u5f00\u59cb\u3002\")\r\n<\/code><\/pre>\n<h4><strong>\u8fd0\u884c\u5e94\u7528<\/strong><\/h4>\n<p>\u4ee3\u7801\u51c6\u5907\u5c31\u7eea\u540e\uff0c\u542f\u52a8\u5e94\u7528\u3002<\/p>\n<ul>\n<li>\u5728\u7ec8\u7aef\u4e2d\uff0c\u5bfc\u822a\u5230\u9879\u76ee\u6587\u4ef6\u5939\uff0c\u5e76\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/li>\n<\/ul>\n<pre><code>streamlit run startup_trends_agent.py\r\n<\/code><\/pre>\n<ul>\n<li>Streamlit \u5c06\u63d0\u4f9b\u4e00\u4e2a\u672c\u5730 URL\uff08\u901a\u5e38\u662f&nbsp;http:\/\/localhost:8501\uff09\u3002\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\uff0c\u8f93\u5165\u60a8\u7684 API \u5bc6\u94a5\uff0c\u9009\u62e9\u60a8\u60f3\u8981\u63a2\u7d22\u7684\u9886\u57df\uff0c\u5e76\u89c2\u5bdf\u60a8\u7684 AI \u4ee3\u7406\u4e3a\u60a8\u8fdb\u884c\u7814\u7a76\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><strong>\u5de5\u4f5c\u5e94\u7528\u6f14\u793a<\/strong><\/h2>\n<h2><strong>\u603b\u7ed3<\/strong><\/h2>\n<p>\u5728\u4e0d\u5230 50 \u884c\u4ee3\u7801\u4e2d\uff0c\u60a8\u7684 AI \u4ee3\u7406\u5df2\u7ecf\u51c6\u5907\u597d\u4e3a\u4f01\u4e1a\u5bb6\u63d0\u4f9b\u8d8b\u52bf\u5206\u6790\u7684\u53ef\u64cd\u4f5c\u6027\u6d1e\u89c1\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u529f\u80fd\uff0c\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u65b9\u9762\uff1a<\/p>\n<ul>\n<li><strong>\u53ef\u89c6\u5316<\/strong>\uff1a\u4ee5\u56fe\u5f62\u65b9\u5f0f\u5c55\u793a\u8d8b\u52bf\uff0c\u4f7f\u6a21\u5f0f\u66f4\u52a0\u6e05\u6670\u4e14\u5177\u6709\u53ef\u64cd\u4f5c\u6027\u3002<\/li>\n<li><strong>\u6570\u636e\u8fc7\u6ee4<\/strong>\uff1a\u4e3a\u7528\u6237\u6dfb\u52a0\u9ad8\u7ea7\u8fc7\u6ee4\u5668\uff0c\u4ee5\u6839\u636e\u5730\u7406\u4f4d\u7f6e\u3001\u878d\u8d44\u89c4\u6a21\u6216\u6280\u672f\u7c7b\u578b\u7ec6\u5316\u6d1e\u89c1\u3002<\/li>\n<li><strong>\u534f\u4f5c<\/strong>\uff1a\u5728\u5e94\u7528\u5185\u542f\u7528\u5171\u4eab\u548c\u56e2\u961f\u8ba8\u8bba\u529f\u80fd\uff0c\u4fbf\u4e8e\u66f4\u6df1\u5165\u5730\u5229\u7528\u6d1e\u89c1\u3002<\/li>\n<\/ul>\n<p>\u6301\u7eed\u5b9e\u9a8c\u548c\u6539\u8fdb\uff0c\u6784\u5efa\u66f4\u667a\u80fd\u7684 AI \u89e3\u51b3\u65b9\u6848\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7528\u4e0d\u5230 50 \u884c Python \u4ee3\u7801\u5b9e\u73b0\u5168\u529f\u80fd AI \u4ee3\u7406\u5e94\u7528\uff08\u9010\u6b65\u6307\u5bfc\uff09 AI \u5de5\u5177\u6b63\u5728\u6539\u53d8\u4f01\u4e1a\u5bb6\u8bc6\u522b\u8d8b\u52bf\u548c\u51b3\u7b56\u7684\u65b9\u5f0f\uff0c\u4f46\u6784\u5efa\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u89e3\u51b3\u65b9\u6848\u6765\u5206\u6790\u521b\u4e1a\u673a\u4f1a\u901a\u5e38\u9700\u8981\u6574\u5408\u591a\u4e2a\u6570\u636e\u6e90\u5e76\u5feb\u901f\u5904\u7406\u3002\u7136\u800c\uff0c\u901a\u8fc7\u914d\u5907\u5408\u9002\u5de5\u5177\u7684\u5148\u8fdb\u5927\u8bed\u8a00\u6a21\u578b (LLM)\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\u3002 \u5728\u672c\u6559\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u6307\u5bfc\u60a8\u6784\u5efa\u4e00\u4e2a&nbsp;AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u3002\u8fd9\u4e2a AI \u4ee3\u7406\u5c06\u5206\u6790\u521b\u4e1a\u65b0\u95fb\uff0c\u8bc6\u522b\u65b0\u5174\u8d8b\u52bf\uff0c\u5e76\u9a8c\u8bc1\u521b\u4e1a\u60f3\u6cd5\u3002\u5b83\u5c06\u4f7f\u7528\u4e0d\u5230 50 \u884c Python \u4ee3\u7801\uff0c\u7ed3\u5408&nbsp;Newspaper4k&nbsp;\u548c&nbsp;DuckDuckGo\uff0c\u5e76\u4f7f\u7528 3.5 Sonnet\u3002 \u4e3b\u8981\u529f\u80fd\uff1a \u7528\u6237\u8f93\u5165\uff1a\u5141\u8bb8\u4f01\u4e1a\u5bb6\u8f93\u5165\u611f\u5174\u8da3\u7684\u7279\u5b9a\u521b\u4e1a\u9886\u57df\u6216\u6280\u672f \u65b0\u95fb\u6536\u96c6\uff1a\u4f7f\u7528&nbsp;@DuckDuckGo \u6536\u96c6\u6700\u65b0\u7684\u521b\u4e1a\u65b0\u95fb\u548c\u5e02\u573a\u5206\u6790 \u6458\u8981\u751f\u6210\uff1a\u4f7f\u7528 Newspaper4k \u751f\u6210\u7ecf\u9a8c\u8bc1\u4fe1\u606f\u7684\u7b80\u6d01\u6458\u8981 \u8d8b\u52bf\u5206\u6790\uff1a\u8bc6\u522b\u521b\u4e1a\u878d\u8d44\u3001\u6280\u672f\u5e94\u7528\u548c\u5e02\u573a\u673a\u4f1a\u7684\u65b0\u5174\u6a21\u5f0f \u524d\u7aef\u754c\u9762\uff1a@streamlit \u63d0\u4f9b\u7528\u6237\u53cb\u597d\u7684\u4ea4\u4e92\u754c\u9762 \u7cfb\u7edf\u67b6\u6784\u5305\u542b\u4e09\u4e2a Agent\uff1a \u65b0\u95fb\u6536\u96c6\uff1a\u8d1f\u8d23\u641c\u7d22\u548c\u6536\u96c6\u76f8\u5173\u6587\u7ae0 \u6458\u8981\u64b0\u5199\uff1a\u5904\u7406\u548c\u603b\u7ed3\u6587\u7ae0\u5185\u5bb9 \u8d8b\u52bf\u5206\u6790\uff1a\u5206\u6790\u6458\u8981\u5e76\u8bc6\u522b\u8d8b\u52bf \u5b9e\u73b0\u6b65\u9aa4\uff1a \u73af\u5883\u8bbe\u7f6e\uff1a\u5305\u62ec\u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56\u548c\u83b7\u53d6 API \u5bc6\u94a5 \u521b\u5efa Streamlit \u5e94\u7528\uff1a\u6784\u5efa\u7528\u6237\u754c\u9762 \u5b9e\u73b0\u4e09\u4e2a Agent \u7684\u529f\u80fd\u5e76\u5c06\u5b83\u4eec\u7ec4\u5408\u6210\u4e00\u4e2a\u56e2\u961f \u6267\u884c\u5206\u6790\u5de5\u4f5c\u6d41\u7a0b\u5e76\u5c55\u793a\u7ed3\u679c &nbsp; &nbsp; \u6211\u4eec\u5c06\u6784\u5efa\u4ec0\u4e48 AI \u521b\u4e1a\u8d8b\u52bf\u5206\u6790\u4ee3\u7406\u662f\u4e3a\u65b0\u5174\u4f01\u4e1a\u5bb6\u8bbe\u8ba1\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u8bc6\u522b\u521d\u73b0\u7aef\u502a\u7684\u8d8b\u52bf\u3001\u6f5c\u5728\u5e02\u573a\u7a7a\u767d\u548c\u7279\u5b9a\u9886\u57df\u7684\u589e\u957f\u673a\u4f1a\uff0c\u751f\u6210\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\u3002\u5b83\u7ed3\u5408 Newspaper4k \u548c DuckDuckGo \u626b\u63cf\u5e76\u5206\u6790\u4ee5\u521b\u4e1a\u4e3a\u4e2d\u5fc3\u7684\u6587\u7ae0\u548c\u5e02\u573a\u6570\u636e\u3002\u501f\u52a9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-55775","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/55775","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=55775"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/55775\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=55775"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=55775"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=55775"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}