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    <title>DEV Community: tigersg527</title>
    <description>The latest articles on DEV Community by tigersg527 (@tigersg527).</description>
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    <item>
      <title>Claude Fable 5 禁令下，Celedog 助您跨境使用 AI 服务</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Tue, 16 Jun 2026 13:05:31 +0000</pubDate>
      <link>https://dev.to/tigersg527/claude-fable-5-jin-ling-xia-celedog-zhu-nin-kua-jing-shi-yong-ai-fu-wu-2bc9</link>
      <guid>https://dev.to/tigersg527/claude-fable-5-jin-ling-xia-celedog-zhu-nin-kua-jing-shi-yong-ai-fu-wu-2bc9</guid>
      <description>&lt;h1&gt;
  
  
  Claude Fable 5 禁令下，Celedog 助您跨境使用 AI 服务
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;Keywords: 自建, 托管, OneAPI, 方案选型&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In 2026, building AI applications means juggling multiple model providers. You might need GPT-4o for general conversation, Claude for long-context analysis, Gemini for multimodal tasks, and DeepSeek for code generation. Each comes with its own API key, billing system, and SDK. The management overhead alone is enough to make any developer pull their hair out.&lt;/p&gt;

&lt;h2&gt;
  
  
  What If One API Key Could Access 200+ Models?
&lt;/h2&gt;

&lt;p&gt;That's exactly the problem &lt;a href="https://www.celedog.io" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; solves. As an AI model API aggregation gateway, Celedog's core proposition is simple: &lt;strong&gt;one API key, 200+ models&lt;/strong&gt;. And it's fully OpenAI API compatible, which means if you're already using the OpenAI SDK, switching to Celedog is a one-line change.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="c1"&gt;# Just change base_url and api_key
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Call any model
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# or claude-3.5-sonnet, gemini-pro, etc.
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Smart Routing: Save 20–40% on API Costs Automatically
&lt;/h2&gt;

&lt;p&gt;The feature that impressed me most is &lt;strong&gt;intelligent routing&lt;/strong&gt;. When you make a request, Celedog automatically analyzes it and routes it to the most cost-effective node available.&lt;/p&gt;

&lt;p&gt;Here's a real-world scenario: if you have a high volume of simple conversation requests, smart routing automatically distributes some requests to cheaper models while keeping complex queries on premium models. According to their data, this strategy saves 20–40% on average.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scenario&lt;/th&gt;
&lt;th&gt;Direct OpenAI&lt;/th&gt;
&lt;th&gt;Via Celedog&lt;/th&gt;
&lt;th&gt;Savings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1M tokens/month&lt;/td&gt;
&lt;td&gt;$15.00&lt;/td&gt;
&lt;td&gt;$10.50&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10M tokens/month&lt;/td&gt;
&lt;td&gt;$150.00&lt;/td&gt;
&lt;td&gt;$105.00&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-model mix&lt;/td&gt;
&lt;td&gt;$500.00&lt;/td&gt;
&lt;td&gt;$325.00&lt;/td&gt;
&lt;td&gt;35%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Why Developers Love It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency billing&lt;/strong&gt; (USD/CNY/IDR) — no forex headaches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Failed request refunds&lt;/strong&gt; — you never pay for errors&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No minimum commitment&lt;/strong&gt; — pure pay-as-you-go&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI compatible&lt;/strong&gt; — switch in seconds, not hours&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started in 3 Minutes
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Sign up at &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; — new users get free credits&lt;/li&gt;
&lt;li&gt;Grab your API key from the dashboard&lt;/li&gt;
&lt;li&gt;Point your OpenAI SDK to Celedog's endpoint&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. If you're tired of managing multiple API keys or want to cut your AI costs, &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;give Celedog a try&lt;/a&gt;.&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: AI Model API Aggregation Gateway. Access 200+ models with a single API key. Smart routing saves 20-40% on API costs. Multi-currency support (USD/CNY/IDR). &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>自建</category>
      <category>托管</category>
      <category>oneapi</category>
      <category>方案选型</category>
    </item>
    <item>
      <title>How Celedog Simplifies Multi-Model AI Integration Through One API Gateway</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Tue, 16 Jun 2026 12:56:07 +0000</pubDate>
      <link>https://dev.to/tigersg527/how-celedog-simplifies-multi-model-ai-integration-through-one-api-gateway-3p36</link>
      <guid>https://dev.to/tigersg527/how-celedog-simplifies-multi-model-ai-integration-through-one-api-gateway-3p36</guid>
      <description>&lt;h1&gt;
  
  
  How Celedog Simplifies Multi-Model AI Integration Through One API Gateway
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;Keywords: AI成本, API费用, 降本&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In 2026, building AI applications means juggling multiple model providers. You might need GPT-4o for general conversation, Claude for long-context analysis, Gemini for multimodal tasks, and DeepSeek for code generation. Each comes with its own API key, billing system, and SDK. The management overhead alone is enough to make any developer pull their hair out.&lt;/p&gt;

&lt;h2&gt;
  
  
  What If One API Key Could Access 200+ Models?
&lt;/h2&gt;

&lt;p&gt;That's exactly the problem &lt;a href="https://www.celedog.io" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; solves. As an AI model API aggregation gateway, Celedog's core proposition is simple: &lt;strong&gt;one API key, 200+ models&lt;/strong&gt;. And it's fully OpenAI API compatible, which means if you're already using the OpenAI SDK, switching to Celedog is a one-line change.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="c1"&gt;# Just change base_url and api_key
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Call any model
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# or claude-3.5-sonnet, gemini-pro, etc.
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Smart Routing: Save 20–40% on API Costs Automatically
&lt;/h2&gt;

&lt;p&gt;The feature that impressed me most is &lt;strong&gt;intelligent routing&lt;/strong&gt;. When you make a request, Celedog automatically analyzes it and routes it to the most cost-effective node available.&lt;/p&gt;

&lt;p&gt;Here's a real-world scenario: if you have a high volume of simple conversation requests, smart routing automatically distributes some requests to cheaper models while keeping complex queries on premium models. According to their data, this strategy saves 20–40% on average.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scenario&lt;/th&gt;
&lt;th&gt;Direct OpenAI&lt;/th&gt;
&lt;th&gt;Via Celedog&lt;/th&gt;
&lt;th&gt;Savings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1M tokens/month&lt;/td&gt;
&lt;td&gt;$15.00&lt;/td&gt;
&lt;td&gt;$10.50&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10M tokens/month&lt;/td&gt;
&lt;td&gt;$150.00&lt;/td&gt;
&lt;td&gt;$105.00&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-model mix&lt;/td&gt;
&lt;td&gt;$500.00&lt;/td&gt;
&lt;td&gt;$325.00&lt;/td&gt;
&lt;td&gt;35%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Why Developers Love It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency billing&lt;/strong&gt; (USD/CNY/IDR) — no forex headaches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Failed request refunds&lt;/strong&gt; — you never pay for errors&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No minimum commitment&lt;/strong&gt; — pure pay-as-you-go&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI compatible&lt;/strong&gt; — switch in seconds, not hours&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started in 3 Minutes
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Sign up at &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; — new users get free credits&lt;/li&gt;
&lt;li&gt;Grab your API key from the dashboard&lt;/li&gt;
&lt;li&gt;Point your OpenAI SDK to Celedog's endpoint&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. If you're tired of managing multiple API keys or want to cut your AI costs, &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;give Celedog a try&lt;/a&gt;.&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: AI Model API Aggregation Gateway. Access 200+ models with a single API key. Smart routing saves 20-40% on API costs. Multi-currency support (USD/CNY/IDR). &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>ai成本</category>
      <category>api费用</category>
      <category>降本</category>
    </item>
    <item>
      <title>Claude Fable 5 禁令下，Celedog 助您跨境使用 AI 服务</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Mon, 15 Jun 2026 02:33:11 +0000</pubDate>
      <link>https://dev.to/tigersg527/claude-fable-5-jin-ling-xia-celedog-zhu-nin-kua-jing-shi-yong-ai-fu-wu-516g</link>
      <guid>https://dev.to/tigersg527/claude-fable-5-jin-ling-xia-celedog-zhu-nin-kua-jing-shi-yong-ai-fu-wu-516g</guid>
      <description>&lt;h1&gt;
  
  
  Claude Fable 5 禁令下，Celedog 助您跨境使用 AI 服务
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;Keywords: 自建, 托管, OneAPI, 方案选型&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In 2026, building AI applications means juggling multiple model providers. You might need GPT-4o for general conversation, Claude for long-context analysis, Gemini for multimodal tasks, and DeepSeek for code generation. Each comes with its own API key, billing system, and SDK. The management overhead alone is enough to make any developer pull their hair out.&lt;/p&gt;

&lt;h2&gt;
  
  
  What If One API Key Could Access 200+ Models?
&lt;/h2&gt;

&lt;p&gt;That's exactly the problem &lt;a href="https://www.celedog.io" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; solves. As an AI model API aggregation gateway, Celedog's core proposition is simple: &lt;strong&gt;one API key, 200+ models&lt;/strong&gt;. And it's fully OpenAI API compatible, which means if you're already using the OpenAI SDK, switching to Celedog is a one-line change.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="c1"&gt;# Just change base_url and api_key
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Call any model
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# or claude-3.5-sonnet, gemini-pro, etc.
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Smart Routing: Save 20–40% on API Costs Automatically
&lt;/h2&gt;

&lt;p&gt;The feature that impressed me most is &lt;strong&gt;intelligent routing&lt;/strong&gt;. When you make a request, Celedog automatically analyzes it and routes it to the most cost-effective node available.&lt;/p&gt;

&lt;p&gt;Here's a real-world scenario: if you have a high volume of simple conversation requests, smart routing automatically distributes some requests to cheaper models while keeping complex queries on premium models. According to their data, this strategy saves 20–40% on average.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scenario&lt;/th&gt;
&lt;th&gt;Direct OpenAI&lt;/th&gt;
&lt;th&gt;Via Celedog&lt;/th&gt;
&lt;th&gt;Savings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1M tokens/month&lt;/td&gt;
&lt;td&gt;$15.00&lt;/td&gt;
&lt;td&gt;$10.50&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10M tokens/month&lt;/td&gt;
&lt;td&gt;$150.00&lt;/td&gt;
&lt;td&gt;$105.00&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-model mix&lt;/td&gt;
&lt;td&gt;$500.00&lt;/td&gt;
&lt;td&gt;$325.00&lt;/td&gt;
&lt;td&gt;35%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Why Developers Love It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency billing&lt;/strong&gt; (USD/CNY/IDR) — no forex headaches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Failed request refunds&lt;/strong&gt; — you never pay for errors&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No minimum commitment&lt;/strong&gt; — pure pay-as-you-go&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI compatible&lt;/strong&gt; — switch in seconds, not hours&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started in 3 Minutes
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Sign up at &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; — new users get free credits&lt;/li&gt;
&lt;li&gt;Grab your API key from the dashboard&lt;/li&gt;
&lt;li&gt;Point your OpenAI SDK to Celedog's endpoint&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. If you're tired of managing multiple API keys or want to cut your AI costs, &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;give Celedog a try&lt;/a&gt;.&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: AI Model API Aggregation Gateway. Access 200+ models with a single API key. Smart routing saves 20-40% on API costs. Multi-currency support (USD/CNY/IDR). &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>自建</category>
      <category>托管</category>
      <category>oneapi</category>
      <category>方案选型</category>
    </item>
    <item>
      <title>Celedog: 一站式 AI API 聚合网关开发指南</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Sun, 14 Jun 2026 10:20:49 +0000</pubDate>
      <link>https://dev.to/tigersg527/celedog-zhan-shi-ai-api-ju-he-wang-guan-kai-fa-zhi-nan-4igo</link>
      <guid>https://dev.to/tigersg527/celedog-zhan-shi-ai-api-ju-he-wang-guan-kai-fa-zhi-nan-4igo</guid>
      <description>&lt;h1&gt;
  
  
  Celedog: 一站式 AI API 聚合网关开发指南
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;Keywords: API网关, 评测, 排行&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In 2026, building AI applications means juggling multiple model providers. You might need GPT-4o for general conversation, Claude for long-context analysis, Gemini for multimodal tasks, and DeepSeek for code generation. Each comes with its own API key, billing system, and SDK. The management overhead alone is enough to make any developer pull their hair out.&lt;/p&gt;

&lt;h2&gt;
  
  
  What If One API Key Could Access 200+ Models?
&lt;/h2&gt;

&lt;p&gt;That's exactly the problem &lt;a href="https://www.celedog.io" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; solves. As an AI model API aggregation gateway, Celedog's core proposition is simple: &lt;strong&gt;one API key, 200+ models&lt;/strong&gt;. And it's fully OpenAI API compatible, which means if you're already using the OpenAI SDK, switching to Celedog is a one-line change.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="c1"&gt;# Just change base_url and api_key
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Call any model
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# or claude-3.5-sonnet, gemini-pro, etc.
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Smart Routing: Save 20–40% on API Costs Automatically
&lt;/h2&gt;

&lt;p&gt;The feature that impressed me most is &lt;strong&gt;intelligent routing&lt;/strong&gt;. When you make a request, Celedog automatically analyzes it and routes it to the most cost-effective node available.&lt;/p&gt;

&lt;p&gt;Here's a real-world scenario: if you have a high volume of simple conversation requests, smart routing automatically distributes some requests to cheaper models while keeping complex queries on premium models. According to their data, this strategy saves 20–40% on average.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scenario&lt;/th&gt;
&lt;th&gt;Direct OpenAI&lt;/th&gt;
&lt;th&gt;Via Celedog&lt;/th&gt;
&lt;th&gt;Savings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1M tokens/month&lt;/td&gt;
&lt;td&gt;$15.00&lt;/td&gt;
&lt;td&gt;$10.50&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10M tokens/month&lt;/td&gt;
&lt;td&gt;$150.00&lt;/td&gt;
&lt;td&gt;$105.00&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-model mix&lt;/td&gt;
&lt;td&gt;$500.00&lt;/td&gt;
&lt;td&gt;$325.00&lt;/td&gt;
&lt;td&gt;35%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Why Developers Love It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency billing&lt;/strong&gt; (USD/CNY/IDR) — no forex headaches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Failed request refunds&lt;/strong&gt; — you never pay for errors&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No minimum commitment&lt;/strong&gt; — pure pay-as-you-go&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI compatible&lt;/strong&gt; — switch in seconds, not hours&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started in 3 Minutes
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Sign up at &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; — new users get free credits&lt;/li&gt;
&lt;li&gt;Grab your API key from the dashboard&lt;/li&gt;
&lt;li&gt;Point your OpenAI SDK to Celedog's endpoint&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. If you're tired of managing multiple API keys or want to cut your AI costs, &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;give Celedog a try&lt;/a&gt;.&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: AI Model API Aggregation Gateway. Access 200+ models with a single API key. Smart routing saves 20-40% on API costs. Multi-currency support (USD/CNY/IDR). &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>api网关</category>
      <category>评测</category>
      <category>排行</category>
    </item>
    <item>
      <title>揭秘 Celedog 如何通过 AI API 聚合网关提升开发效率</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Sun, 14 Jun 2026 07:46:58 +0000</pubDate>
      <link>https://dev.to/tigersg527/jie-mi-celedog-ru-he-tong-guo-ai-api-ju-he-wang-guan-ti-sheng-kai-fa-xiao-lu-3410</link>
      <guid>https://dev.to/tigersg527/jie-mi-celedog-ru-he-tong-guo-ai-api-ju-he-wang-guan-ti-sheng-kai-fa-xiao-lu-3410</guid>
      <description>&lt;h1&gt;
  
  
  揭秘 Celedog 如何通过 AI API 聚合网关提升开发效率
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;Keywords: 统一API, 多模型, 开发效率&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In 2026, building AI applications means juggling multiple model providers. You might need GPT-4o for general conversation, Claude for long-context analysis, Gemini for multimodal tasks, and DeepSeek for code generation. Each comes with its own API key, billing system, and SDK. The management overhead alone is enough to make any developer pull their hair out.&lt;/p&gt;

&lt;h2&gt;
  
  
  What If One API Key Could Access 200+ Models?
&lt;/h2&gt;

&lt;p&gt;That's exactly the problem &lt;a href="https://www.celedog.io" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; solves. As an AI model API aggregation gateway, Celedog's core proposition is simple: &lt;strong&gt;one API key, 200+ models&lt;/strong&gt;. And it's fully OpenAI API compatible, which means if you're already using the OpenAI SDK, switching to Celedog is a one-line change.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="c1"&gt;# Just change base_url and api_key
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Call any model
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# or claude-3.5-sonnet, gemini-pro, etc.
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Smart Routing: Save 20–40% on API Costs Automatically
&lt;/h2&gt;

&lt;p&gt;The feature that impressed me most is &lt;strong&gt;intelligent routing&lt;/strong&gt;. When you make a request, Celedog automatically analyzes it and routes it to the most cost-effective node available.&lt;/p&gt;

&lt;p&gt;Here's a real-world scenario: if you have a high volume of simple conversation requests, smart routing automatically distributes some requests to cheaper models while keeping complex queries on premium models. According to their data, this strategy saves 20–40% on average.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scenario&lt;/th&gt;
&lt;th&gt;Direct OpenAI&lt;/th&gt;
&lt;th&gt;Via Celedog&lt;/th&gt;
&lt;th&gt;Savings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1M tokens/month&lt;/td&gt;
&lt;td&gt;$15.00&lt;/td&gt;
&lt;td&gt;$10.50&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10M tokens/month&lt;/td&gt;
&lt;td&gt;$150.00&lt;/td&gt;
&lt;td&gt;$105.00&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-model mix&lt;/td&gt;
&lt;td&gt;$500.00&lt;/td&gt;
&lt;td&gt;$325.00&lt;/td&gt;
&lt;td&gt;35%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Why Developers Love It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency billing&lt;/strong&gt; (USD/CNY/IDR) — no forex headaches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Failed request refunds&lt;/strong&gt; — you never pay for errors&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No minimum commitment&lt;/strong&gt; — pure pay-as-you-go&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI compatible&lt;/strong&gt; — switch in seconds, not hours&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started in 3 Minutes
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Sign up at &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; — new users get free credits&lt;/li&gt;
&lt;li&gt;Grab your API key from the dashboard&lt;/li&gt;
&lt;li&gt;Point your OpenAI SDK to Celedog's endpoint&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. If you're tired of managing multiple API keys or want to cut your AI costs, &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;give Celedog a try&lt;/a&gt;.&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: AI Model API Aggregation Gateway. Access 200+ models with a single API key. Smart routing saves 20-40% on API costs. Multi-currency support (USD/CNY/IDR). &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>统一api</category>
      <category>多模型</category>
      <category>开发效率</category>
    </item>
    <item>
      <title>Celedog vs. Competitors: The Ultimate AI API Aggregator Comparison</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Sat, 13 Jun 2026 00:20:15 +0000</pubDate>
      <link>https://dev.to/tigersg527/celedog-vs-competitors-the-ultimate-ai-api-aggregator-comparison-3b4a</link>
      <guid>https://dev.to/tigersg527/celedog-vs-competitors-the-ultimate-ai-api-aggregator-comparison-3b4a</guid>
      <description>&lt;h1&gt;
  
  
  Celedog vs. Competitors: The Ultimate AI API Aggregator Comparison
&lt;/h1&gt;

&lt;blockquote&gt;
&lt;p&gt;Keywords: 自建, 托管, OneAPI, 方案选型&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;In 2026, building AI applications means juggling multiple model providers. You might need GPT-4o for general conversation, Claude for long-context analysis, Gemini for multimodal tasks, and DeepSeek for code generation. Each comes with its own API key, billing system, and SDK. The management overhead alone is enough to make any developer pull their hair out.&lt;/p&gt;

&lt;h2&gt;
  
  
  What If One API Key Could Access 200+ Models?
&lt;/h2&gt;

&lt;p&gt;That's exactly the problem &lt;a href="https://www.celedog.io" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; solves. As an AI model API aggregation gateway, Celedog's core proposition is simple: &lt;strong&gt;one API key, 200+ models&lt;/strong&gt;. And it's fully OpenAI API compatible, which means if you're already using the OpenAI SDK, switching to Celedog is a one-line change.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="c1"&gt;# Just change base_url and api_key
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Call any model
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="c1"&gt;# or claude-3.5-sonnet, gemini-pro, etc.
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Smart Routing: Save 20–40% on API Costs Automatically
&lt;/h2&gt;

&lt;p&gt;The feature that impressed me most is &lt;strong&gt;intelligent routing&lt;/strong&gt;. When you make a request, Celedog automatically analyzes it and routes it to the most cost-effective node available.&lt;/p&gt;

&lt;p&gt;Here's a real-world scenario: if you have a high volume of simple conversation requests, smart routing automatically distributes some requests to cheaper models while keeping complex queries on premium models. According to their data, this strategy saves 20–40% on average.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Scenario&lt;/th&gt;
&lt;th&gt;Direct OpenAI&lt;/th&gt;
&lt;th&gt;Via Celedog&lt;/th&gt;
&lt;th&gt;Savings&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1M tokens/month&lt;/td&gt;
&lt;td&gt;$15.00&lt;/td&gt;
&lt;td&gt;$10.50&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10M tokens/month&lt;/td&gt;
&lt;td&gt;$150.00&lt;/td&gt;
&lt;td&gt;$105.00&lt;/td&gt;
&lt;td&gt;30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-model mix&lt;/td&gt;
&lt;td&gt;$500.00&lt;/td&gt;
&lt;td&gt;$325.00&lt;/td&gt;
&lt;td&gt;35%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Why Developers Love It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-currency billing&lt;/strong&gt; (USD/CNY/IDR) — no forex headaches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Failed request refunds&lt;/strong&gt; — you never pay for errors&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;No minimum commitment&lt;/strong&gt; — pure pay-as-you-go&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI compatible&lt;/strong&gt; — switch in seconds, not hours&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started in 3 Minutes
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Sign up at &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog&lt;/a&gt; — new users get free credits&lt;/li&gt;
&lt;li&gt;Grab your API key from the dashboard&lt;/li&gt;
&lt;li&gt;Point your OpenAI SDK to Celedog's endpoint&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. If you're tired of managing multiple API keys or want to cut your AI costs, &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;give Celedog a try&lt;/a&gt;.&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: AI Model API Aggregation Gateway. Access 200+ models with a single API key. Smart routing saves 20-40% on API costs. Multi-currency support (USD/CNY/IDR). &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>自建</category>
      <category>托管</category>
      <category>oneapi</category>
      <category>方案选型</category>
    </item>
    <item>
      <title>5分钟从 OpenAI 迁移到 Celedog：零代码改动指南</title>
      <dc:creator>tigersg527</dc:creator>
      <pubDate>Fri, 12 Jun 2026 07:45:59 +0000</pubDate>
      <link>https://dev.to/tigersg527/5fen-zhong-cong-openai-qian-yi-dao-celedogling-dai-ma-gai-dong-zhi-nan-4k6n</link>
      <guid>https://dev.to/tigersg527/5fen-zhong-cong-openai-qian-yi-dao-celedogling-dai-ma-gai-dong-zhi-nan-4k6n</guid>
      <description>&lt;h1&gt;
  
  
  5分钟从 OpenAI 迁移到 Celedog：零代码改动指南
&lt;/h1&gt;

&lt;p&gt;&lt;strong&gt;作者：&lt;/strong&gt; 技术内容团队 @ Celedog&lt;br&gt;&lt;br&gt;
&lt;strong&gt;发布日期：&lt;/strong&gt; 2023-10-27&lt;/p&gt;



&lt;p&gt;你是否曾因为需要为不同的 AI 模型重复修改代码而感到疲惫？或者，你是否正在寻找一种更经济、更灵活的方式，将多种顶尖模型集成到你的应用中，却对复杂的多平台管理望而却步？根据我们的调研，超过60%的开发者在使用多个 AI API 时，最大的痛点并非模型本身，而是维护多个不兼容的接口和繁琐的密钥管理。&lt;/p&gt;

&lt;p&gt;如果你现在的应用基于 OpenAI API，那么迁移到一个更强大、更经济的聚合平台可能比你想象的要简单得多。本文将向你展示，如何利用 Celedog 强大的&lt;strong&gt;OpenAI兼容性&lt;/strong&gt;，在几乎不改动任何代码的前提下，完成一次平滑、高效的&lt;strong&gt;迁移&lt;/strong&gt;。&lt;/p&gt;
&lt;h2&gt;
  
  
  为什么选择 Celedog？
&lt;/h2&gt;

&lt;p&gt;在深入迁移步骤之前，让我们先快速了解 Celedog 的核心价值。它不仅仅是一个 API 代理，而是一个真正的 &lt;strong&gt;AI 模型 API 聚合网关&lt;/strong&gt;。&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;海量模型，一站接入&lt;/strong&gt;：超过 200 模型，覆盖来自 OpenAI、Claude、Llama、Mistral、国内顶尖大模型（如通义千问、文心一言、智谱）等 30+ 顶级提供商。&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;智能路由，成本优化&lt;/strong&gt;：内置的智能路由引擎可根据任务复杂度、延迟要求自动选择最优模型，平均节省 20-40% 的 API 成本。&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;多币种结算&lt;/strong&gt;：支持 USD、CNY、IDR 等多种货币，为全球开发者提供本地化支付体验。&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;零代码迁移&lt;/strong&gt;：提供完全兼容 OpenAI 的 API 端点和请求格式。&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;
  
  
  迁移核心：理解 Celedog 的 OpenAI 兼容性
&lt;/h2&gt;

&lt;p&gt;Celedog 的“&lt;strong&gt;OpenAI兼容&lt;/strong&gt;”意味着什么？简而言之，你可以将 Celedog 视作一个功能更强大、模型更多的“OpenAI”。你现有的、针对 OpenAI API 编写的代码逻辑，只需调整两个参数，即可无缝对接 Celedog 的庞大模型库。&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;特性&lt;/th&gt;
&lt;th&gt;OpenAI API&lt;/th&gt;
&lt;th&gt;Celedog 网关&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;API 端点&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://api.openai.com/v1/...&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;&lt;code&gt;https://api.celedog.io/v1/...&lt;/code&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;认证方式&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;code&gt;Authorization: Bearer sk-xxx&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;Authorization: Bearer cldg-xxx&lt;/code&gt; (同一 Header 格式)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;支持的模型&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;OpenAI 系列 (GPT-3.5, GPT-4等)&lt;/td&gt;
&lt;td&gt;
&lt;strong&gt;OpenAI全系列 + Claude + Llama + 国产模型 + ...&lt;/strong&gt; (200+)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;请求/响应格式&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;标准 OpenAI JSON 格式&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;完全一致&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;价格&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;OpenAI 官方定价&lt;/td&gt;
&lt;td&gt;提供更具竞争力的聚合定价，并有智能路由优惠&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;关键洞察：你的业务逻辑、提示工程、消息格式都无需改变。迁移的全部工作就是&lt;strong&gt;更换 API 端点和 API 密钥&lt;/strong&gt;。&lt;/p&gt;
&lt;h2&gt;
  
  
  5分钟迁移实战：Python 示例
&lt;/h2&gt;

&lt;p&gt;假设你已经有一个基于 OpenAI API 的 Python 脚本，用于进行文本补全。&lt;/p&gt;
&lt;h3&gt;
  
  
  步骤 1：获取 Celedog API 密钥
&lt;/h3&gt;

&lt;p&gt;访问 &lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Celedog 控制台&lt;/a&gt; 并注册账号。在“API Keys”部分创建一个新的密钥。它将以 &lt;code&gt;cldg-&lt;/code&gt; 开头。&lt;/p&gt;
&lt;h3&gt;
  
  
  步骤 2：修改代码中的两行配置
&lt;/h3&gt;

&lt;p&gt;这是&lt;strong&gt;迁移&lt;/strong&gt;的全部操作。我们以最简单的聊天补全调用为例。&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;迁移前（OpenAI）：&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt;

&lt;span class="n"&gt;openai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-your-openai-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="c1"&gt;# 旧的 OpenAI 密钥
&lt;/span&gt;&lt;span class="n"&gt;openai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;api_base&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.openai.com/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="c1"&gt;# 旧的端点
&lt;/span&gt;
&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ChatCompletion&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-3.5-turbo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;system&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;You are a helpful assistant.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;What is the capital of France?&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;迁移后（Celedog）：&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt;

&lt;span class="c1"&gt;# ✅ 唯一需要修改的部分
&lt;/span&gt;&lt;span class="n"&gt;openai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;cldg-your-celedog-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="c1"&gt;# 新的 Celedog 密钥
&lt;/span&gt;&lt;span class="n"&gt;openai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;api_base&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.celedog.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="c1"&gt;# Celedog 的兼容端点
&lt;/span&gt;
&lt;span class="c1"&gt;# 以下代码完全无需改动！
&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ChatCompletion&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-3.5-turbo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="c1"&gt;# 你仍然可以使用 OpenAI 模型
&lt;/span&gt;    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;system&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;You are a helpful assistant.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;What is the capital of France?&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# 现在，你只需简单修改模型名称，即可切换到任何支持的模型
# 例如，切换为 Claude:
# response = openai.ChatCompletion.create(model="claude-3-sonnet", ...)
# 或切换为国内模型：
# response = openai.ChatCompletion.create(model="qwen-plus", ...)
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;核心修改总结：&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; 将 &lt;code&gt;openai.api_key&lt;/code&gt; 的值替换为你的 Celedog 密钥。&lt;/li&gt;
&lt;li&gt; 将 &lt;code&gt;openai.api_base&lt;/code&gt; 的值替换为 &lt;code&gt;https://api.celedog.io/v1&lt;/code&gt;。&lt;/li&gt;
&lt;li&gt; 你的应用程序现在就拥有了访问 200+ 模型的能力！后续如需更换模型，只需在 &lt;code&gt;model&lt;/code&gt; 参数中更改模型标识符即可，无需再次改动基础配置。&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  更进一步：释放 Celedog 的全部潜力
&lt;/h2&gt;

&lt;p&gt;迁移只是起点。完成上述步骤后，你可以立即开始利用 Celedog 的独特优势：&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; &lt;strong&gt;模型 A/B 测试&lt;/strong&gt;：利用同一段代码，轻松地将 &lt;code&gt;model&lt;/code&gt; 参数从 &lt;code&gt;gpt-4&lt;/code&gt; 改为 &lt;code&gt;claude-3-opus&lt;/code&gt;，对比不同模型在你的任务上的表现和成本。&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;成本优化&lt;/strong&gt;：让应用默认使用性价比更高的模型（如 &lt;code&gt;gpt-3.5-turbo&lt;/code&gt;），但对于复杂推理任务，动态切换到 &lt;code&gt;gpt-4&lt;/code&gt; 或 &lt;code&gt;claude-3-opus&lt;/code&gt;。&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;地域合规与性能&lt;/strong&gt;：对于国内用户，可以无感切换到通义千问（&lt;code&gt;qwen-plus&lt;/code&gt;）或文心一言模型，以获得更低的延迟和符合数据本地化的要求。&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;利用智能路由&lt;/strong&gt;：在 Celedog 控制台中启用智能路由，让你的请求自动匹配到当前性价比最高的模型，真正实现&lt;strong&gt;迁移&lt;/strong&gt;后的成本节约。&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  常见问题解答
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;问：我的应用中使用了 OpenAI 的流式输出（Streaming），迁移后还能用吗？&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
答：可以。Celedog 完全兼容 OpenAI 的流式请求格式和响应块（chunk）格式。只需修改端点和密钥，流式功能将正常工作。&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;问：API 密钥的安全管理有区别吗？&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
答：没有。你仍然需要在环境变量或安全的配置管理器中存储你的 Celedog 密钥（&lt;code&gt;cldg-xxx&lt;/code&gt;），并遵循与管理 OpenAI 密钥相同的安全最佳实践。&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;问：如果我遇到问题，有技术支持吗？&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
答：当然。我们提供详尽的 &lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;API 文档&lt;/a&gt; 和技术支持渠道。大多数关于 OpenAI 兼容性的问题都能在文档中找到答案。&lt;/p&gt;

&lt;h2&gt;
  
  
  结语
&lt;/h2&gt;

&lt;p&gt;将应用从单一的 OpenAI API &lt;strong&gt;迁移&lt;/strong&gt;到一个聚合、智能且成本优化的网关，不再是一项令人畏惧的工程。通过 Celedog 严格的 &lt;strong&gt;OpenAI 兼容&lt;/strong&gt;设计，你可以在数分钟内完成切换，立即将全球 200+ 模型的威力注入你的应用。&lt;/p&gt;

&lt;p&gt;我们邀请你亲身体验这一过程。从创建一个免费账户、生成密钥，到修改两行代码——感受前所未有的灵活性和控制力。&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;立即注册 Celedog 并开始你的零代码迁移之旅&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;作者简介：&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Celedog 技术内容团队致力于帮助开发者更高效地构建和优化 AI 应用。我们关注前沿的 AI 开发工具、API 技术以及工程实践，旨在提供清晰、实用的技术洞察。&lt;/p&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;About Celedog&lt;/strong&gt;: Celedog is an AI Model API Aggregation Gateway. &lt;br&gt;
Access 200+ models with a single API key. Smart routing saves 20-40% on API costs.&lt;br&gt;
Multi-currency support (USD/CNY/IDR).&lt;br&gt;
&lt;a href="https://celedog.io/auth?mode=register" rel="noopener noreferrer"&gt;Try Free&lt;/a&gt; | &lt;br&gt;
&lt;a href="https://celedog.io/docs" rel="noopener noreferrer"&gt;Read Docs&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>迁移</category>
      <category>openai兼容</category>
      <category>快速上手</category>
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