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    <title>Forem: John_Stepfun</title>
    <description>The latest articles on Forem by John_Stepfun (@john_engineer_stepfun).</description>
    <link>https://forem.com/john_engineer_stepfun</link>
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      <title>Forem: John_Stepfun</title>
      <link>https://forem.com/john_engineer_stepfun</link>
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    <item>
      <title>Step 3.5 Flash Series New Release! Available to All Step Plan Users!</title>
      <dc:creator>John_Stepfun</dc:creator>
      <pubDate>Thu, 02 Apr 2026 10:07:39 +0000</pubDate>
      <link>https://forem.com/john_engineer_stepfun/step-35-flash-series-new-release-available-to-all-step-plan-users-4e43</link>
      <guid>https://forem.com/john_engineer_stepfun/step-35-flash-series-new-release-available-to-all-step-plan-users-4e43</guid>
      <description>&lt;p&gt;StepFun's latest model, Step 3.5 Flash 2603, is now live. Open to all Step Plan users — welcome to try it!&lt;/p&gt;

&lt;p&gt;This model is an optimized version of Step 3.5 Flash. Building on the Flash series' strengths of high response speed and low cost, it brings the following improvements:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Added &lt;strong&gt;low think mode&lt;/strong&gt;, which further reduces token consumption and improves output efficiency in relevant scenarios.&lt;/li&gt;
&lt;li&gt;Optimized training for &lt;strong&gt;Coding frameworks and Agent frameworks&lt;/strong&gt;, enhancing experience, stability, and token efficiency.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;From our testing, Step 3.5 Flash 2603 in default reasoning mode (high) achieves roughly the same reasoning scores while reducing token consumption by &lt;strong&gt;14%&lt;/strong&gt;; switching to &lt;strong&gt;low think mode&lt;/strong&gt; results in a slight drop in reasoning scores, but token consumption drops by &lt;strong&gt;56%&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;We've noticed that OpenClaw users interact with AI differently — especially in Agent scenarios, where a large number of tasks are high-frequency but not particularly complex. Savvy users are already "allocating on demand": using heavyweight models for complex steps, and lightweight models for intermediate and high-frequency tasks. Not every request needs to "think deeply."&lt;/p&gt;

&lt;p&gt;Based on this observation, we've further improved reasoning efficiency and flexibility on top of the already fast Step 3.5 Flash — making it "faster on top of fast," without sacrificing intelligence.&lt;/p&gt;

&lt;p&gt;Feedback from early test users confirms this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;The intelligence actually improved — when handling complex tasks, it proactively fixes errors rather than just reporting them.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In a model evaluation conducted by an Agent ecosystem partner, Step 3.5 Flash showed a clear speed advantage in high-frequency Agent scenarios, with total time spent at just half that of competing models.&lt;/p&gt;

&lt;h2&gt;
  
  
  Get Started Now
&lt;/h2&gt;

&lt;p&gt;Step 3.5 Flash 2603 is now available to all Step Plan users.&lt;br&gt;
After subscribing to Step Plan, you can use this model in the usual way — simply switch the model to &lt;code&gt;step-3.5-flash-2603&lt;/code&gt;. Below are examples of configuring thinking intensity using the OpenAI Chat Completions API and the Anthropic Messages API.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;openai-style&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"model"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"step-3.5-flash-2603"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"messages"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"role"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"system"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"content"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"You are a helpful assistant. Be concise, accurate, and structured."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"role"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"user"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"content"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Please explain why in enterprise-level AI applications, latency, stability, and cost are often more important than the peak capability of a single response."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"temperature"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"max_tokens"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;250000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"reasoning_effort"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"low"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;anthropic-style&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"model"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"step-3.5-flash-2603"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"max_tokens"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;250000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"thinking"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"enabled"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"budget_tokens"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;10000&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output_config"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"effort"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"low"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"messages"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"role"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"user"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"content"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Please give a brief introduction to StepFun."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;We welcome everyone to try Step 3.5 Flash 2603!&lt;/p&gt;

&lt;p&gt;platform.stepfun.com/step-plan/&lt;/p&gt;

&lt;p&gt;You can also scan the QR code below to join our developer community and connect with our team and fellow developers~&lt;/p&gt;

&lt;p&gt;&lt;a href="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%2F1222fqd78whieo51zv6m.png" class="article-body-image-wrapper"&gt;&lt;img 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%2F1222fqd78whieo51zv6m.png" alt=" "&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>llm</category>
    </item>
    <item>
      <title>OpenClaw StepFun Plugin Integration Guide</title>
      <dc:creator>John_Stepfun</dc:creator>
      <pubDate>Tue, 31 Mar 2026 10:14:42 +0000</pubDate>
      <link>https://forem.com/john_engineer_stepfun/openclaw-stepfun-plugin-integration-guide-1nc5</link>
      <guid>https://forem.com/john_engineer_stepfun/openclaw-stepfun-plugin-integration-guide-1nc5</guid>
      <description>&lt;p&gt;We have integrated StepFun into OpenClaw as a standalone plugin. Specifically, we have released an official plugin on ClawHub. Once users install this plugin, they can see StepFun models in the login menu.&lt;/p&gt;

&lt;p&gt;This is the decoupled model configuration pattern recommended by OpenClaw. In this mode, model providers can independently maintain their model catalogs, authentication entries, and related configurations without being restricted by OpenClaw's main version release and review cycles.&lt;/p&gt;

&lt;p&gt;After installing the plugin with a single line of code, users can find the StepFun configuration entry in OpenClaw's settings. From there, they can choose between Domestic (China) or Overseas regions, and select either the Standard API or Step Plan for integration.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fwvixbzgc0u7.feishu.cn%2Fspace%2Fapi%2Fbox%2Fstream%2Fdownload%2Fasynccode%2F%3Fcode%3DYzU2ZDYyNjY0YjM5ZGQ0NGQzNTVmMjY5ZTc5ZjllMTBfbDltZmpUQ1VzeWp3QXJaOGRmY09EN0pHWFJnNGN2MHZfVG9rZW46TFFRYWJXeHhtb2tCUmF4WTl1bGN1QkxObjVlXzE3NzQ5NDkwMzA6MTc3NDk1MjYzMF9WNA" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fwvixbzgc0u7.feishu.cn%2Fspace%2Fapi%2Fbox%2Fstream%2Fdownload%2Fasynccode%2F%3Fcode%3DYzU2ZDYyNjY0YjM5ZGQ0NGQzNTVmMjY5ZTc5ZjllMTBfbDltZmpUQ1VzeWp3QXJaOGRmY09EN0pHWFJnNGN2MHZfVG9rZW46TFFRYWJXeHhtb2tCUmF4WTl1bGN1QkxObjVlXzE3NzQ5NDkwMzA6MTc3NDk1MjYzMF9WNA" alt="img" width="981" height="790"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fwvixbzgc0u7.feishu.cn%2Fspace%2Fapi%2Fbox%2Fstream%2Fdownload%2Fasynccode%2F%3Fcode%3DNWM3ZThmOWUyOWQ4MzQ4ZDE0NjBmZjNhY2ZhZWUwNjJfSXc3UVJYQ3BUMTJBSTJzbklrZThjQTVCMGdmY0RtS2pfVG9rZW46Tnl5VWI3TFE3b0dJYWx4WFFNemNuSDFZblVjXzE3NzQ5NDkwMzA6MTc3NDk1MjYzMF9WNA" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fwvixbzgc0u7.feishu.cn%2Fspace%2Fapi%2Fbox%2Fstream%2Fdownload%2Fasynccode%2F%3Fcode%3DNWM3ZThmOWUyOWQ4MzQ4ZDE0NjBmZjNhY2ZhZWUwNjJfSXc3UVJYQ3BUMTJBSTJzbklrZThjQTVCMGdmY0RtS2pfVG9rZW46Tnl5VWI3TFE3b0dJYWx4WFFNemNuSDFZblVjXzE3NzQ5NDkwMzA6MTc3NDk1MjYzMF9WNA" alt="img" width="1000" height="398"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Usage Details
&lt;/h2&gt;

&lt;p&gt;The method of obtaining model lists via plugins was introduced in OpenClaw version 3.24. Given that version 3.24 contains several bugs, we strongly recommend that users upgrade to the latest version (version 3.28) before using this method.&lt;/p&gt;

&lt;p&gt;To upgrade OpenClaw, please run:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm i &lt;span class="nt"&gt;-g&lt;/span&gt; openclaw@latest
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 1: Install the Plugin
&lt;/h3&gt;

&lt;p&gt;Install the plugin and restart the OpenClaw Gateway service using the following commands:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw plugins &lt;span class="nb"&gt;install &lt;/span&gt;clawhub:stepfun-openclaw-plugin@0.1.0
openclaw gateway restart
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 2: Quick Configuration (Choose one of the two methods)
&lt;/h3&gt;

&lt;h4&gt;
  
  
  Option A: Interactive Wizard (Recommended for beginners)
&lt;/h4&gt;

&lt;p&gt;Run the onboarding command to start the wizard:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw onboard
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;During the process, select the StepFun authentication entry that suits you (e.g., Standard API Key or Step Plan API Key; see screenshots above). After completing the setup, set the model as default based on the system you are using:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Standard API:&lt;/strong&gt; &lt;code&gt;openclaw models set stepfun/step-3.5-flash&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Step Plan:&lt;/strong&gt; &lt;code&gt;openclaw models set stepfun-plan/step-3.5-flash&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;After configuration, it is recommended to restart the Gateway service again (&lt;code&gt;openclaw gateway restart&lt;/code&gt;) to load the status configurations.&lt;/p&gt;

&lt;h4&gt;
  
  
  Option B: CLI One-Click Configuration (Recommended for advanced users)
&lt;/h4&gt;

&lt;p&gt;Users can also complete the configuration directly via the command line.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Example for Standard API (China Region):&lt;/em&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw onboard &lt;span class="nt"&gt;--auth-choice&lt;/span&gt; stepfun-standard-api-key-cn &lt;span class="nt"&gt;--stepfun-api-key&lt;/span&gt; &amp;lt;YOUR_KEY&amp;gt;
openclaw models &lt;span class="nb"&gt;set &lt;/span&gt;stepfun/step-3.5-flash
openclaw gateway restart
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;em&gt;Example for Step Plan (China Region):&lt;/em&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw onboard &lt;span class="nt"&gt;--auth-choice&lt;/span&gt; stepfun-plan-api-key-cn &lt;span class="nt"&gt;--stepfun-api-key&lt;/span&gt; &amp;lt;YOUR_KEY&amp;gt;
openclaw models &lt;span class="nb"&gt;set &lt;/span&gt;stepfun-plan/step-3.5-flash
openclaw gateway restart
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>openclaw</category>
      <category>llm</category>
      <category>tutorial</category>
      <category>ai</category>
    </item>
    <item>
      <title>[AMA] StepFun Team here (Step 3.5 Flash) on reddit. Ask us anything!</title>
      <dc:creator>John_Stepfun</dc:creator>
      <pubDate>Fri, 13 Feb 2026 03:45:04 +0000</pubDate>
      <link>https://forem.com/john_engineer_stepfun/ama-stepfun-team-here-step-35-flash-on-reddit-ask-us-anything-3h8g</link>
      <guid>https://forem.com/john_engineer_stepfun/ama-stepfun-team-here-step-35-flash-on-reddit-ask-us-anything-3h8g</guid>
      <description>&lt;p&gt;&lt;a href="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%2Flrdb3r2s05wkxe7q3hzj.png" class="article-body-image-wrapper"&gt;&lt;img 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%2Flrdb3r2s05wkxe7q3hzj.png" alt=" " width="750" height="1061"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
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