{"id":97640,"date":"2025-02-15T20:49:36","date_gmt":"2025-02-15T17:19:36","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/"},"modified":"2025-02-15T20:49:36","modified_gmt":"2025-02-15T17:19:36","slug":"criando-multi-agents-ai-de-forma-simples-4lpd","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/","title":{"rendered":"\u0627\u06cc\u062c\u0627\u062f \u0686\u0646\u062f \u062c\u0627\u0646\u0628\u0627\u0632 \u062f\u0631 \u0622\u0646\u062c\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0633\u0627\u062f\u0647"},"content":{"rendered":"<div data-article-id=\"2280979\" id=\"article-body\">\n<p>\u0645\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 \u0647\u0627 \u0631\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0627\u0632 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(\u0627\u0628\u0632\u0627\u0631 \u0627\u0628\u0632\u0627\u0631)<\/strong>\u0628\u0634\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc Langchain \u060c \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0631\u0627 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u060c <strong>\u0632\u06cc\u0631 \u067e\u0627\u0631\u0686\u0647<\/strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0624\u0627\u0644 \u0634\u0645\u0627 \u0631\u0627 \u0634\u0627\u0645\u0644 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 (\u0639\u0627\u0645\u0644) \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 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24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1_%D9%BE%D8%B1%D9%88%D9%86%D8%AF%D9%87_%D9%BE%D8%B1%D9%88%DA%98%D9%87\" >\u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0646\u062f\u0647 \u067e\u0631\u0648\u0698\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#%F0%9F%A4%96_Construindo_os_Agentes_em_agentspy\" >\ud83e\udd16 Construindo os Agentes em agents.py<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#%F0%9F%94%8D_%D8%AA%D9%88%D8%B6%DB%8C%D8%AD_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7\" >\ud83d\udd0d \u062a\u0648\u0636\u06cc\u062d \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#ation_%D9%86%D9%85%D8%A7%DB%8C%D9%86%D8%AF%D9%87_%D9%85%D8%B3%D8%AA%D9%86%D8%AF%D8%A7%D8%AA_documentation_tool\" >ation \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0645\u0633\u062a\u0646\u062f\u0627\u062a (documentation_tool)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#ation_%D8%B9%D8%A7%D9%85%D9%84_%D9%82%D8%A7%D9%84%D8%A8_%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D8%AF_black_formatter_tool\" >ation \u0639\u0627\u0645\u0644 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u06a9\u062f (black_formatter_tool)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#%F0%9F%94%97_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84\" >\ud83d\udd17 \u0639\u0648\u0627\u0645\u0644 \u0627\u062a\u0635\u0627\u0644<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/criando-multi-agents-ai-de-forma-simples-4lpd\/#%F0%9F%8F%81_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D9%81%DB%8C%D9%84%D9%85%D9%86%D8%A7%D9%85%D9%87\" >\ud83c\udfc1 \u0627\u062c\u0631\u0627\u06cc \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1_%D9%BE%D8%B1%D9%88%D9%86%D8%AF%D9%87_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0646\u062f\u0647 \u067e\u0631\u0648\u0698\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>\ud83d\udcc1 projeto-langchain\n\u2502\u2500\u2500 .env                <span class=\"c\"># Armazena a chave da OpenAI (ainda n\u00e3o tenho poder computacional para rodar um LLaMA 3.3 70B \ud83d\ude05)<\/span>\n\u2502\u2500\u2500 .gitignore          <span class=\"c\"># Evita subir o .env e expor minha chave.<\/span>\n\u2502\u2500\u2500 agents.py          <span class=\"c\"># Concentra as fun\u00e7\u00f5es dos agentes (tools) e a fun\u00e7\u00e3o main.<\/span>\n\u2502\u2500\u2500 scrapper.py        <span class=\"c\"># Fun\u00e7\u00e3o que utiliza BeautifulSoup para raspagem de dados da URL, caso seja fornecida na pergunta.<\/span>\n\u2502\u2500\u2500 README.md          <span class=\"c\"># Explica\u00e7\u00e3o do projeto, requisitos e como utiliz\u00e1-lo.<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0634\u0631\u0648\u0639 \u0628\u0627 \u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u060c <strong>scrapper.py<\/strong>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">bs4<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">BeautifulSoup<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">get_text_from_url<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">str<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">status_code<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">200<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">soup<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">BeautifulSoup<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">text<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">html.parser<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">script<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">soup<\/span><span class=\"p\">([<\/span><span class=\"sh\">'<\/span><span class=\"s\">script<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">style<\/span><span class=\"sh\">'<\/span><span class=\"p\">]):<\/span>\n            <span class=\"n\">script<\/span><span class=\"p\">.<\/span><span class=\"nf\">extract<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">text<\/span> <span class=\"o\">=<\/span> <span class=\"n\">soup<\/span><span class=\"p\">.<\/span><span class=\"nf\">get_text<\/span><span class=\"p\">()<\/span>\n        <span class=\"k\">return<\/span> <span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"sh\">\"<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">line<\/span><span class=\"p\">.<\/span><span class=\"nf\">strip<\/span><span class=\"p\">()<\/span> <span class=\"k\">for<\/span> <span class=\"n\">line<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">text<\/span><span class=\"p\">.<\/span><span class=\"nf\">splitlines<\/span><span class=\"p\">()<\/span> <span class=\"k\">if<\/span> <span class=\"n\">line<\/span><span class=\"p\">.<\/span><span class=\"nf\">strip<\/span><span class=\"p\">())<\/span>\n    <span class=\"k\">return<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Erro ao acessar a URL. Status Code: <\/span><span class=\"si\">{<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">status_code<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u062a\u0627\u0628\u0639\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f <code>get_text_from_url<\/code> \u0686\u0647:<\/p>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u0646\u06cc\u0627\u0632 HTTP \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u062d\u062a\u0648\u0627\u06cc \u0635\u0641\u062d\u0647.<\/li>\n<li>\n<strong>\u062f\u0631 \u0635\u0648\u0631\u062a \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u0634\u0648\u062f<\/strong> (<code>status_code 200<\/code>).<\/li>\n<li>\n<strong>USA \u0632\u06cc\u0628\u0627<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 html.<\/li>\n<li>\n<strong>\u062d\u0630\u0641 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 <code><script\/><\/code> \u0627\u0634\u0645\u06cc\u0647 <code\/><\/strong>, eliminando conte\u00fado desnecess\u00e1rio.<\/li>\n<li>\n<strong>Extrai e formata o texto da p\u00e1gina<\/strong>, removendo espa\u00e7os extras.<\/li>\n<li><strong>Se a requisi\u00e7\u00e3o falhar, retorna um erro com o c\u00f3digo de status.<\/strong><\/li>\n<\/ol>\n<p>O objetivo desse c\u00f3digo \u00e9 extrair <strong>apenas o texto relevante<\/strong> da p\u00e1gina, para que nosso agente (tool) possa utiliz\u00e1-lo.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%A4%96_Construindo_os_Agentes_em_agentspy\"><\/span>\n<p>  \ud83e\udd16 Construindo os Agentes em <code>agents.py<\/code><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">os<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">langchain_openai<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">ChatOpenAI<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">dotenv<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">load_dotenv<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">scrapper<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">get_text_from_url<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">langchain_core.messages<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">HumanMessage<\/span><span class=\"p\">,<\/span> <span class=\"n\">SystemMessage<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">langchain.tools<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">tool<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">langchain_core.prompts<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">ChatPromptTemplate<\/span><span class=\"p\">,<\/span> <span class=\"n\">MessagesPlaceholder<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">langchain.agents<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">AgentExecutor<\/span><span class=\"p\">,<\/span> <span class=\"n\">create_openai_tools_agent<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%8D_%D8%AA%D9%88%D8%B6%DB%8C%D8%AD_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \ud83d\udd0d \u062a\u0648\u0636\u06cc\u062d \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<code>load_dotenv()<\/code>: \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637 \u067e\u0631\u0648\u0646\u062f\u0647 \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f <code>.env<\/code>\u0628\u0634\u0631<\/li>\n<li>\n<code>ChatOpenAI<\/code>: \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0686\u062a OpenAi \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/li>\n<li>\n<code>tool<\/code>: \u062f\u06a9\u0648\u0631\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0628\u0632\u0627\u0631 \u0639\u0627\u0645\u0644 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<code>AgentExecutor<\/code>: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0639\u062f\u0627\u0645 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646.<\/li>\n<\/ul>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u060c \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u067e\u06cc\u0627\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0647 OpenAI \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">get_response_from_openai<\/span><span class=\"p\">(<\/span><span class=\"n\">message<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">llm<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">ChatOpenAI<\/span><span class=\"p\">(<\/span><span class=\"n\">model_name<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-3.5-turbo<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">llm<\/span><span class=\"p\">.<\/span><span class=\"nf\">invoke<\/span><span class=\"p\">(<\/span><span class=\"n\">message<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">response<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"ation_%D9%86%D9%85%D8%A7%DB%8C%D9%86%D8%AF%D9%87_%D9%85%D8%B3%D8%AA%D9%86%D8%AF%D8%A7%D8%AA_documentation_tool\"><\/span>\n<p>  ation \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0645\u0633\u062a\u0646\u062f\u0627\u062a (<code>documentation_tool<\/code>)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"nd\">@tool<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">documentation_tool<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">question<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">str<\/span><span class=\"p\">:<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">Recebe uma URL de documenta\u00e7\u00e3o e uma pergunta sobre ela.<\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"n\">context<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_text_from_url<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">message<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n        <span class=\"nc\">SystemMessage<\/span><span class=\"p\">(<\/span><span class=\"n\">content<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Explique documenta\u00e7\u00f5es t\u00e9cnicas de forma simples.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n        <span class=\"nc\">HumanMessage<\/span><span class=\"p\">(<\/span><span class=\"n\">content<\/span><span class=\"o\">=<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Documenta\u00e7\u00e3o: <\/span><span class=\"si\">{<\/span><span class=\"n\">context<\/span><span class=\"si\">}<\/span><span class=\"se\">\\n\\n<\/span><span class=\"s\"> Pergunta: <\/span><span class=\"si\">{<\/span><span class=\"n\">question<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"p\">]<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_response_from_openai<\/span><span class=\"p\">(<\/span><span class=\"n\">message<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">response<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"ation_%D8%B9%D8%A7%D9%85%D9%84_%D9%82%D8%A7%D9%84%D8%A8_%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D8%AF_black_formatter_tool\"><\/span>\n<p>  ation \u0639\u0627\u0645\u0644 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u06a9\u062f (<code>black_formatter_tool<\/code>)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"nd\">@tool<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">black_formatter_tool<\/span><span class=\"p\">(<\/span><span class=\"n\">code<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">str<\/span><span class=\"p\">:<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">Recebe um caminho de arquivo Python e formata seu c\u00f3digo usando Black.<\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"k\">try<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"nf\">system<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">poetry run black <\/span><span class=\"si\">{<\/span><span class=\"n\">code<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Done!<\/span><span class=\"sh\">\"<\/span>\n    <span class=\"k\">except<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">return<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Error! formatter<\/span><span class=\"sh\">\"<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%94%97_%D8%B9%D9%88%D8%A7%D9%85%D9%84_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84\"><\/span>\n<p>  \ud83d\udd17 \u0639\u0648\u0627\u0645\u0644 \u0627\u062a\u0635\u0627\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">toolkit<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">documentation_tool<\/span><span class=\"p\">,<\/span> <span class=\"n\">black_formatter_tool<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">llm<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">ChatOpenAI<\/span><span class=\"p\">(<\/span><span class=\"n\">model_name<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-3.5-turbo<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0645\u0627 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ChatPromptTemplate<\/span><span class=\"p\">.<\/span><span class=\"nf\">from_messages<\/span><span class=\"p\">([<\/span>\n    <span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">system<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Use suas ferramentas para responder perguntas.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"nc\">MessagesPlaceholder<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">chat_history<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">optional<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">),<\/span>\n    <span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">human<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">{input}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"nc\">MessagesPlaceholder<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">agent_scratchpad<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"p\">])<\/span>\n\n<span class=\"n\">agent<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">create_openai_tools_agent<\/span><span class=\"p\">(<\/span><span class=\"n\">llm<\/span><span class=\"p\">,<\/span> <span class=\"n\">toolkit<\/span><span class=\"p\">,<\/span> <span class=\"n\">prompt<\/span><span class=\"o\">=<\/span><span class=\"n\">prompt<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">agent_executor<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">AgentExecutor<\/span><span class=\"p\">(<\/span><span class=\"n\">agent<\/span><span class=\"o\">=<\/span><span class=\"n\">agent<\/span><span class=\"p\">,<\/span> <span class=\"n\">tools<\/span><span class=\"o\">=<\/span><span class=\"n\">toolkit<\/span><span class=\"p\">,<\/span> <span class=\"n\">verbose<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8F%81_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D9%81%DB%8C%D9%84%D9%85%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p>  \ud83c\udfc1 \u0627\u062c\u0631\u0627\u06cc \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">main<\/span><span class=\"p\">():<\/span>\n    <span class=\"k\">while<\/span> <span class=\"bp\">True<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">try<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">pergunta<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">input<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Digite sua pergunta (ou <\/span><span class=\"sh\">'<\/span><span class=\"s\">sair<\/span><span class=\"sh\">'<\/span><span class=\"s\"> para encerrar): <\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">if<\/span> <span class=\"n\">pergunta<\/span><span class=\"p\">.<\/span><span class=\"nf\">lower<\/span><span class=\"p\">()<\/span> <span class=\"o\">==<\/span> <span class=\"sh\">'<\/span><span class=\"s\">sair<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span>\n                <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">At\u00e9 logo!<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n                <span class=\"k\">break<\/span>\n            <span class=\"n\">resposta<\/span> <span class=\"o\">=<\/span> <span class=\"n\">agent_executor<\/span><span class=\"p\">.<\/span><span class=\"nf\">invoke<\/span><span class=\"p\">({<\/span><span class=\"sh\">\"<\/span><span class=\"s\">input<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">pergunta<\/span><span class=\"p\">})<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Resposta:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">resposta<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">output<\/span><span class=\"sh\">\"<\/span><span class=\"p\">])<\/span>\n        <span class=\"k\">except<\/span> <span class=\"nb\">KeyboardInterrupt<\/span><span class=\"p\">:<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Programa encerrado pelo usu\u00e1rio.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">break<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u060c \u0641\u0642\u0637 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>python agents.py\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u0628\u0627 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u0646 \u0637\u0631\u0641\u062f\u0627\u0631 DuckDB \u0647\u0633\u062a\u0645\u061f<br \/>\u067e\u0631\u0633\u06cc\u062f\u0646 \u0633\u0648\u0627\u0644 \u0648 \u0639\u0628\u0648\u0631 \u0627\u0632 URL \u0645\u0633\u062a\u0646\u062f\u0627\u062a DUCKDB:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fac0o7vaptcrl4cxeavfa.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"73\" title=\"\"><\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0x5vy3gu7a77isgnrx3b.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"233\" title=\"\"><\/p>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647:<\/p>\n<ul>\n<li>\u0627\u0648 \u0633\u0648\u0627\u0644 \u0645\u0646 \u0631\u0627 &#8220;\u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f&#8221;.<\/li>\n<li>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0645\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0647\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0648\u06cc \u0627\u0632 \u0635\u0641\u062d\u0647 \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0646 \u0627\u0632 \u0627\u0631\u0632\u0627\u0646\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 Openai GPT 3.5 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0631\u062f\u0645 \u0634\u0627\u06cc\u062f \u0627\u0648 \u0646\u0641\u0647\u0645\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0632\u0628\u0627\u0646 \u067e\u0631\u062a\u063a\u0627\u0644\u06cc \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0645 (\u0628\u0647 \u0645\u0647\u0646\u062f\u0633 \u0633\u0631\u06cc\u0639 AI LOL \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f) \u060c \u0634\u0627\u06cc\u062f \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0633\u0624\u0627\u0644 \u0631\u0627 \u0645\u0637\u0631\u062d \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0622\u0645\u0627\u062f\u0647! \u0633\u0627\u062f\u0647 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0645 \u062f\u0631\u0633\u062a \u0627\u0633\u062a\u061f \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0628\u0639\u062f\u06cc \u0645\u0627 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 Rag (Retieval-Augmeld Generation) \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc AI \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648\u06a9\u062a\u0648\u0631 \u062f\u0631\u06af\u06cc\u0631 \u0645\u06cc \u0634\u0648\u06cc\u0645. <\/p>\n<p>\u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0645 \u0627\u0646\u06af\u06cc\u0632\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u0627\u0646\u0627\u0644 YouTube Datawaybr \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0645 <\/p>\n<p>Linkedln \u0645\u0646 \u0628\u0631\u0627\u06cc \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0645\u0646 \u060c \u0645\u0646 \u0647\u0645\u06cc\u0634\u0647 \u0645\u0628\u0627\u062d\u062b \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0645 \u0648 \u062f\u0631 \u0622\u0646\u062c\u0627: https:\/\/www.linkedin.com\/in\/airton-lira-junior-6b81a661\/<\/p>\n<p>\u0628\u0627 \u062a\u0634\u06a9\u0631 \u0627\u0632 \u0634\u0645\u0627 \u060c \u0645\u0631\u0627\u0642\u0628 \u0628\u0627\u0634\u06cc\u062f \u060c \u0622\u0628 \u0628\u0646\u0648\u0634\u06cc\u062f \u0648 \u0641\u0639\u0627\u0644\u06cc\u062a \u0628\u062f\u0646\u06cc \u0631\u0627 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u06cc\u062f <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 \u0647\u0627 \u0631\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u062a\u0631\u06cc\u0646 \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u062c\u0647\u0627\u0646 \u0645\u06cc \u0646\u0648\u06cc\u0633\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI)\u0628\u0634\u0631 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u060c \u0648\u0642\u062a\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0627 \u0645\u06cc \u0646\u0648\u06cc\u0633\u0645 \u060c \u062f\u06cc\u06af\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 \u0622\u0646\u062c\u0627 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u0645 \u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0645\u0646 \u0627\u0633\u062a PDI (\u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0648\u0633\u0639\u0647 \u0641\u0631\u062f\u06cc) \u060c &hellip;<\/p>\n","protected":false},"author":2,"featured_media":97641,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-97640","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/97640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=97640"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/97640\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/97641"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=97640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=97640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=97640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}