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      <title>OpenAI GPT-5.4 Explained: Positioning, Capabilities, Cost, and Practical Adoption (As of 2026-03-06)</title>
      <link>https://blog.margrop.net/en/post/openai-gpt-5-4-introduction-2026/</link>
      <pubDate>Fri, 06 Mar 2026 08:20:00 +0800</pubDate>
      <guid>https://blog.margrop.net/en/post/openai-gpt-5-4-introduction-2026/</guid>
      <description>&lt;p&gt;On March 5, 2026, OpenAI officially released GPT-5.4. The first question many people asked was simple: is this just another small point release, or is it a real shift in how much productive work the model can finish?&lt;/p&gt;&#xA;&lt;p&gt;If you only look at the version number, 5.4 looks like the next iteration after 5.2 and 5.3. But once you line up the official launch notes, model docs, API capability matrix, and the ChatGPT-side product updates, the core value of GPT-5.4 is not &amp;ldquo;how many more parameters it has.&amp;rdquo; The real change is that it pulls three lines of capability into a much more usable center point:&lt;/p&gt;&#xA;&lt;ol&gt;&#xA;&lt;li&gt;Reasoning&lt;/li&gt;&#xA;&lt;li&gt;Coding and engineering execution&lt;/li&gt;&#xA;&lt;li&gt;Tool ecosystem coordination, including computer use&lt;/li&gt;&#xA;&lt;/ol&gt;</description>
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      <title>How to Install Node-RED with NPM</title>
      <link>https://blog.margrop.net/en/post/how-to-install-nodered-with-npm/</link>
      <pubDate>Mon, 01 Feb 2021 09:57:07 +0800</pubDate>
      <guid>https://blog.margrop.net/en/post/how-to-install-nodered-with-npm/</guid>
      <description>&lt;h1 id=&#34;what-is-node-red&#34;&gt;What Is &lt;code&gt;Node-RED&lt;/code&gt;&lt;/h1&gt;&#xA;&lt;p&gt;&lt;code&gt;Node-RED&lt;/code&gt; is a low-code/no-code programming tool for connecting &lt;code&gt;hardware devices&lt;/code&gt;, &lt;code&gt;APIs&lt;/code&gt;, and &lt;code&gt;online services&lt;/code&gt; in a novel and interesting way. It is especially suitable for &lt;code&gt;smart home&lt;/code&gt; scenarios.&lt;/p&gt;&#xA;&lt;p&gt;&lt;code&gt;Node-RED&lt;/code&gt; provides a browser-based flow editor, making it easy to connect various nodes in the panel. You can then deploy the flow to runtime with a single click.&lt;/p&gt;</description>
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