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        <title>OpenClaw on TorchTree</title>
        <link>https://torchtree.com/en/tags/openclaw/</link>
        <description>Recent content in OpenClaw on TorchTree</description>
        <generator>Hugo -- gohugo.io</generator>
        <language>en</language>
        <copyright>TorchTree Co., Ltd.</copyright>
        <lastBuildDate>Wed, 08 Apr 2026 05:55:11 +0800</lastBuildDate><atom:link href="https://torchtree.com/en/tags/openclaw/index.xml" rel="self" type="application/rss+xml" /><item>
        <title>From OpenClaw to Hermes: Automatic Role Migration with a Single Command</title>
        <link>https://torchtree.com/en/post/openclaw-to-hermes-role-migration/</link>
        <pubDate>Wed, 08 Apr 2026 05:55:11 +0800</pubDate>
        
        <guid>https://torchtree.com/en/post/openclaw-to-hermes-role-migration/</guid>
        <description>&lt;p&gt;After running &lt;code&gt;hermes claw migrate&lt;/code&gt;, your config files and skills have been migrated to Hermes, but the Agent&amp;rsquo;s cognition may still be stuck in the OpenClaw era. It may still call itself &amp;ldquo;Aris,&amp;rdquo; try to access the &lt;code&gt;~/.openclaw/&lt;/code&gt; directory, and use tools that no longer exist.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Solution&lt;/strong&gt;: Send a single command that lets the Agent automatically check and fix its own identity and working logic.&lt;/p&gt;
&lt;h2 id=&#34;roles-explained&#34;&gt;Roles Explained
&lt;/h2&gt;&lt;p&gt;Before continuing, we need to clarify two identities:&lt;/p&gt;
&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th&gt;Identity&lt;/th&gt;
          &lt;th&gt;Framework&lt;/th&gt;
          &lt;th&gt;Description&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Aris&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;OpenClaw&lt;/td&gt;
          &lt;td&gt;The AI assistant name in the original OpenClaw ecosystem, used in your historical configuration&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Helix&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;Hermes&lt;/td&gt;
          &lt;td&gt;The new identity after migrating to Hermes, which the Agent needs to self-identify as&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;When the Agent says &amp;ldquo;I am Aris,&amp;rdquo; it is still running on its OpenClaw identity. You need it to update to &amp;ldquo;I am Helix.&amp;rdquo;&lt;/p&gt;
&lt;h2 id=&#34;background&#34;&gt;Background
&lt;/h2&gt;&lt;h3 id=&#34;limitations-of-the-official-migration-command&#34;&gt;Limitations of the Official Migration Command
&lt;/h3&gt;&lt;p&gt;&lt;code&gt;hermes claw migrate&lt;/code&gt; handles the &lt;strong&gt;data level&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Copies configuration files to &lt;code&gt;~/.hermes/&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Migrates skills to &lt;code&gt;~/.hermes/skills/openclaw-imports/&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Transfers memory files&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;But it &lt;strong&gt;does not modify the contents of files&lt;/strong&gt;. If SOUL.md says &amp;ldquo;I am Aris,&amp;rdquo; the Agent will still believe that after migration.&lt;/p&gt;
&lt;h3 id=&#34;typical-symptoms&#34;&gt;Typical Symptoms
&lt;/h3&gt;&lt;p&gt;After migration, if the Agent exhibits any of the following behaviors, it needs role adaptation:&lt;/p&gt;
&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th&gt;Symptom&lt;/th&gt;
          &lt;th&gt;Description&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td&gt;Calls itself &amp;ldquo;Aris&amp;rdquo;&lt;/td&gt;
          &lt;td&gt;Identity not updated&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;Accesses &lt;code&gt;~/.openclaw/&lt;/code&gt;&lt;/td&gt;
          &lt;td&gt;Wrong path cognition&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;Invokes &lt;!-- raw HTML omitted --&gt;memory_search&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;Using an OpenClaw-specific tool&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;Mentions &amp;ldquo;OpenClaw provides context&amp;rdquo;&lt;/td&gt;
          &lt;td&gt;Wrong framework cognition&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h2 id=&#34;the-single-command-automation-approach&#34;&gt;The Single-Command Automation Approach
&lt;/h2&gt;&lt;p&gt;You don&amp;rsquo;t need to edit files manually. Send the following command to the Agent, and it will automatically perform all checks and fixes:&lt;/p&gt;
&lt;p&gt;The Agent will automatically run the checks above, modify files directly, and report a summary of changes to you.&lt;/p&gt;
&lt;h2 id=&#34;technical-details-for-reference&#34;&gt;Technical Details (for reference)
&lt;/h2&gt;&lt;p&gt;If you want to know exactly what the Agent will check, here are the technical details:&lt;/p&gt;
&lt;h3 id=&#34;where-identity-is-declared&#34;&gt;Where Identity Is Declared
&lt;/h3&gt;&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th&gt;File&lt;/th&gt;
          &lt;th&gt;Path&lt;/th&gt;
          &lt;th&gt;Purpose&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td&gt;SOUL.md&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;~/.hermes/SOUL.md&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;Global identity and personality definition&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;MEMORY.md&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;~/.hermes/memories/MEMORY.md&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;The Agent&amp;rsquo;s personal notes (limited to 2,200 characters)&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;USER.md&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;~/.hermes/memories/USER.md&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;User profile (limited to 1,375 characters)&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id=&#34;key-differences&#34;&gt;Key Differences
&lt;/h3&gt;&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th&gt;Dimension&lt;/th&gt;
          &lt;th&gt;OpenClaw (Aris)&lt;/th&gt;
          &lt;th&gt;Hermes (Helix)&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Identity&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;&amp;ldquo;I am Aris&amp;rdquo;&lt;/td&gt;
          &lt;td&gt;&amp;ldquo;I am Helix&amp;rdquo;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Framework&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;OpenClaw&lt;/td&gt;
          &lt;td&gt;Hermes Agent (Nous Research)&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Home directory&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;~/.openclaw/&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;~/.hermes/&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Memory storage&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;.jsonl&lt;!-- raw HTML omitted --&gt; files&lt;/td&gt;
          &lt;td&gt;SQLite + FTS5&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Skill lookup&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;memory_search&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;skills_list&lt;!-- raw HTML omitted --&gt; + &lt;!-- raw HTML omitted --&gt;skill_view&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;!-- raw HTML omitted --&gt;Memory limits&lt;!-- raw HTML omitted --&gt;&lt;/td&gt;
          &lt;td&gt;No explicit limits&lt;/td&gt;
          &lt;td&gt;2,200 / 1,375 characters&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id=&#34;example-of-actual-changes&#34;&gt;Example of Actual Changes
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;SOUL.md changes:&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;MEMORY.md changes:&lt;/strong&gt;&lt;/p&gt;
&lt;h2 id=&#34;verification-results&#34;&gt;Verification Results
&lt;/h2&gt;&lt;p&gt;After the Agent completes its self-check, it will output a report similar to the following:&lt;/p&gt;
&lt;h2 id=&#34;manual-verification-optional&#34;&gt;Manual Verification (optional)
&lt;/h2&gt;&lt;p&gt;If you want to confirm the migration results manually:&lt;/p&gt;
&lt;h2 id=&#34;references&#34;&gt;References
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;Official migration guide: &lt;a class=&#34;link&#34; href=&#34;https://hermes-agent.nousresearch.com/docs/guides/migrate-from-openclaw/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Migrate from OpenClaw&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Memory system: &lt;a class=&#34;link&#34; href=&#34;https://hermes-agent.nousresearch.com/docs/user-guide/features/memory&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Persistent Memory&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Context files: &lt;a class=&#34;link&#34; href=&#34;https://hermes-agent.nousresearch.com/docs/user-guide/features/context-files&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Context Files&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;em&gt;Compiled from actual migration experience with Hermes Agent v0.7.0.&lt;/em&gt;&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Connecting Kimi Code to OpenClaw: Key Configuration Cheat Sheet</title>
        <link>https://torchtree.com/en/post/kimi-code-openclaw/</link>
        <pubDate>Sun, 05 Apr 2026 07:01:31 +0800</pubDate>
        
        <guid>https://torchtree.com/en/post/kimi-code-openclaw/</guid>
        <description>&lt;p&gt;Kimi Code is the Coding Plan subscription from Moonshot AI that provides an API based on the Anthropic protocol. If you&amp;rsquo;ve already subscribed to Kimi Code, here&amp;rsquo;s how to connect it to OpenClaw.&lt;/p&gt;
&lt;h2 id=&#34;core-information&#34;&gt;Core information
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Endpoint&lt;/strong&gt;: &lt;code&gt;https://api.kimi.com/coding/&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Protocol&lt;/strong&gt;: Anthropic Messages API (not OpenAI-compatible)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Model name&lt;/strong&gt;: &lt;code&gt;kimi-for-coding&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Context window&lt;/strong&gt;: 256K tokens&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Max output&lt;/strong&gt;: 64K tokens&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Multimodal&lt;/strong&gt;: Supported (based on K2.5, can handle visual inputs like images)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;API Key&lt;/strong&gt;: Generate it in the Coding Plan page of the &lt;a class=&#34;link&#34; href=&#34;https://www.kimi.com/code/console&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Kimi Code console&lt;/a&gt;; usage is also tracked on the same page&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;example-openclaw-configuration&#34;&gt;Example OpenClaw configuration
&lt;/h2&gt;&lt;p&gt;Add the following provider to your OpenClaw configuration file:&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Configuration notes:&lt;/strong&gt;&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Set the API Key as the environment variable &lt;code&gt;KIMI_CODE_API_KEY&lt;/code&gt;, using the key generated on the Coding Plan page&lt;/li&gt;
&lt;li&gt;&lt;code&gt;api&lt;/code&gt; must be &lt;code&gt;anthropic-messages&lt;/code&gt;; going through the OpenAI-compatible path returns 403 or 404 errors&lt;/li&gt;
&lt;li&gt;&lt;code&gt;cost&lt;/code&gt; is set to 0 because the Coding Plan is a subscription, not per-token billing&lt;/li&gt;
&lt;li&gt;&lt;code&gt;input&lt;/code&gt; includes &lt;code&gt;text&lt;/code&gt; and &lt;code&gt;image&lt;/code&gt;, indicating multimodal input support&lt;/li&gt;
&lt;/ol&gt;
&lt;h2 id=&#34;gotchas&#34;&gt;Gotchas
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;Some OpenClaw versions may have compatibility issues with tool calls; if your call chain breaks, watch for version updates&lt;/li&gt;
&lt;li&gt;Kimi Code officially permits use in Claude Code and Roo Code; connecting it to OpenClaw is a &amp;ldquo;non-officially-supported product&amp;rdquo; and carries a risk of being flagged as abuse—evaluate this yourself&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;suitable-use-cases&#34;&gt;Suitable use cases
&lt;/h2&gt;&lt;p&gt;This fits users who already have a Kimi Code subscription and want to reuse their quota within OpenClaw. If you don&amp;rsquo;t have a Kimi Code subscription yet, you&amp;rsquo;ll first need to sign up for a membership plan at &lt;a class=&#34;link&#34; href=&#34;https://www.kimi.com&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;kimi.com&lt;/a&gt;.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Update note&lt;/strong&gt;: the provider name changed from &lt;code&gt;kimi-code&lt;/code&gt; to &lt;code&gt;kimi-plan&lt;/code&gt; to avoid colliding with a built-in OpenClaw name.&lt;/p&gt;
</description>
        </item>
        <item>
        <title>How We Turned Ghost Publishing into an OpenClaw Skill</title>
        <link>https://torchtree.com/en/post/openclaw-ghost-publisher/</link>
        <pubDate>Thu, 02 Apr 2026 11:56:02 +0800</pubDate>
        
        <guid>https://torchtree.com/en/post/openclaw-ghost-publisher/</guid>
        <description>&lt;p&gt;This post documents a concrete implementation: getting OpenClaw to reliably create, update, and publish Ghost posts. The goal was simple: the process must be reusable, the configuration must stay contained, and when something goes wrong we need to know exactly which step failed.&lt;/p&gt;
&lt;h2 id=&#34;goal&#34;&gt;Goal
&lt;/h2&gt;&lt;p&gt;We wanted OpenClaw to do three things:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Understand Ghost&amp;rsquo;s publishing pipeline&lt;/li&gt;
&lt;li&gt;Turn the publishing flow into a reusable skill&lt;/li&gt;
&lt;li&gt;Handle authentication and publishing through local environment variables, without writing secrets into code&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;which-docs-we-consulted-first&#34;&gt;Which Docs We Consulted First
&lt;/h2&gt;&lt;p&gt;We didn&amp;rsquo;t start with sample articles but with the parts of the Ghost official docs covering APIs and authentication, focusing on two questions:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Which APIs are read-only&lt;/li&gt;
&lt;li&gt;Which APIs can create and update content&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;After reading, the conclusion was clear: the Content API is fine for reading, but actual writes go through the Admin API.&lt;/p&gt;
&lt;h2 id=&#34;what-this-skill-does&#34;&gt;What This Skill Does
&lt;/h2&gt;&lt;p&gt;We organized the flow into &lt;code&gt;ghost-publisher&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;Its responsibility is narrow and well-defined:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Accept publishing fields such as title, body, slug, and tags&lt;/li&gt;
&lt;li&gt;Handle Markdown or HTML input&lt;/li&gt;
&lt;li&gt;Normalize the content structure before publishing&lt;/li&gt;
&lt;li&gt;Call the Ghost Admin API to create or update posts&lt;/li&gt;
&lt;li&gt;Return verifiable results, such as post id, slug, URL, and status&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The benefit is that OpenClaw no longer needs to reinterpret Ghost&amp;rsquo;s rules every time — it can just route through this skill directly.&lt;/p&gt;
&lt;h2 id=&#34;which-environment-variables-you-need&#34;&gt;Which Environment Variables You Need
&lt;/h2&gt;&lt;p&gt;Conceptually only two pieces of configuration are required:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;The Ghost site address&lt;/li&gt;
&lt;li&gt;The Ghost Admin API key&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Both values should live in a &lt;code&gt;.env&lt;/code&gt; file, read by OpenClaw at startup. Don&amp;rsquo;t write them into posts, logs, or prompts.&lt;/p&gt;
&lt;h2 id=&#34;why-it-failed-the-first-time&#34;&gt;Why It Failed the First Time
&lt;/h2&gt;&lt;p&gt;Initially we grabbed the common Content API key from a Ghost Integration. It can read content but cannot write it.&lt;/p&gt;
&lt;p&gt;That was the root cause of the first failure:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;The Content API key is read-only&lt;/li&gt;
&lt;li&gt;To write posts, you must use an Admin API key&lt;/li&gt;
&lt;li&gt;An Admin API key is only available after creating a Custom Integration in the Ghost admin panel&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Until the permission model was straightened out, the flow seemed correct but could never actually publish.&lt;/p&gt;
&lt;h2 id=&#34;why-you-need-to-restart-openclaw-after-editing-env&#34;&gt;Why You Need to Restart OpenClaw After Editing &lt;code&gt;.env&lt;/code&gt;
&lt;/h2&gt;&lt;p&gt;Because OpenClaw reads environment variables at startup.&lt;/p&gt;
&lt;p&gt;So after editing &lt;code&gt;.env&lt;/code&gt;, you must restart OpenClaw for the new host and key to take effect. Editing the file alone won&amp;rsquo;t do — the process still holds the old configuration.&lt;/p&gt;
&lt;h2 id=&#34;the-formatting-issues-we-actually-ran-into&#34;&gt;The Formatting Issues We Actually Ran Into
&lt;/h2&gt;&lt;p&gt;We also confirmed a few publishing constraints this time, which we can carry forward into future articles:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Don&amp;rsquo;t repeat the top-level title in the body, since Ghost already has a &lt;code&gt;title&lt;/code&gt; field&lt;/li&gt;
&lt;li&gt;Normalize the Markdown before publishing to avoid messy blank lines, indentation, and repeated list markers&lt;/li&gt;
&lt;li&gt;Keep slugs clear and consistent with the topic; English is usually more intuitive than forcing Chinese characters&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;If these issues are not addressed, pages look messy and the content feels thrown together.&lt;/p&gt;
&lt;h2 id=&#34;how-to-safely-let-ai-handle-an-environment-containing-secrets&#34;&gt;How to Safely Let AI Handle an Environment Containing Secrets
&lt;/h2&gt;&lt;p&gt;If AI is involved in this kind of work, the boundaries need to be spelled out first:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Use only the designated environment variables&lt;/li&gt;
&lt;li&gt;Don&amp;rsquo;t output the full &lt;code&gt;.env&lt;/code&gt; contents&lt;/li&gt;
&lt;li&gt;Don&amp;rsquo;t echo the value of any key&lt;/li&gt;
&lt;li&gt;Only return non-sensitive verification results&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;In other words, the AI can tell you &amp;ldquo;whether the config is active,&amp;rdquo; &amp;ldquo;whether a post is published,&amp;rdquo; and &amp;ldquo;what slug was returned,&amp;rdquo; but it must not leak any secret values.&lt;/p&gt;
&lt;h2 id=&#34;result&#34;&gt;Result
&lt;/h2&gt;&lt;p&gt;Once this flow was working, OpenClaw can now reliably:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Read the local configuration&lt;/li&gt;
&lt;li&gt;Process posts through &lt;code&gt;ghost-publisher&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Write to Ghost via the Admin API&lt;/li&gt;
&lt;li&gt;Return verifiable publishing results&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;If we later need to extend this to updating posts, batch publishing, or more complex content formats, the foundation is already in place — we can simply reuse this pipeline.&lt;/p&gt;
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