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    <description>Recent content in Automation on freshestweb</description>
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      <title>If your agent suddenly seems stupid: openclaw tools.profile-Fail</title>
      <link>https://freshestweb.com/en/blog/if-your-agent-suddenly-seems-stupid-openclaw-toolsprofile-fail/</link>
      <pubDate>Mon, 16 Mar 2026 20:09:57 +0000</pubDate>
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      <description>&lt;p&gt;&lt;strong&gt;Last updated:&lt;/strong&gt; March 16, 2026&lt;/p&gt;&#xA;&lt;p&gt;You switch from the top model to a cheaper model (or slip into a fallback) and suddenly your agent seems thwarted: a lot of explanation, little execution. This feels like “model got dumber”, but it is often a different error: &lt;strong&gt;Capability drift due to an incorrect tool profile&lt;/strong&gt;.&lt;/p&gt;&#xA;&lt;p&gt;We had exactly this practical case in the OpenClaw setup: With &lt;code&gt;tools.profile: messaging&lt;/code&gt; only messaging/sessions were available - but no &lt;code&gt;exec&lt;/code&gt;, no file system, no browser automation. Result: The agent plans properly, but can no longer carry out its own steps.&lt;/p&gt;</description>
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      <title>What is a harness? Run OpenClaw agents stably</title>
      <link>https://freshestweb.com/en/blog/what-is-a-harness-run-openclaw-agents-stably/</link>
      <pubDate>Sun, 15 Mar 2026 21:00:56 +0000</pubDate>
      <guid>https://freshestweb.com/en/blog/what-is-a-harness-run-openclaw-agents-stably/</guid>
      <description>&lt;p&gt;&lt;strong&gt;Last updated:&lt;/strong&gt; March 15, 2026&lt;/p&gt;&#xA;&lt;h1 id=&#34;what-is-a-harness-the-missing-layer-between-llm-and-real-execution&#34;&gt;What is a harness? The missing layer between LLM and real execution&lt;/h1&gt;&#xA;&lt;p&gt;When talking about agents, many only talk about models: GPT, Claude, Gemini, that&amp;rsquo;s it. In practice, however, another layer often decides whether your setup works stably or gets stuck in demo mode: the &lt;strong&gt;Harness&lt;/strong&gt;. In this article we clarify what a harness really is, why it counts for &lt;a href=&#34;https://freshestweb.com/openclaw-in-30-min/&#34;&gt;OpenClaw workflows&lt;/a&gt; and how you can evaluate it for your own setup.&lt;/p&gt;</description>
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      <title>OpenClaw Setup: Old Computer vs. VPS (How to Start Securely)</title>
      <link>https://freshestweb.com/en/blog/openclaw-setup-old-computer-vs-vps-secure-start/</link>
      <pubDate>Wed, 04 Mar 2026 22:07:28 +0000</pubDate>
      <guid>https://freshestweb.com/en/blog/openclaw-setup-old-computer-vs-vps-secure-start/</guid>
      <description>&lt;p&gt;After understanding the Agentic AI hype, the next practical question is simple: where should OpenClaw run if you want stable workflows without unnecessary risk?&lt;/p&gt;&#xA;&lt;p&gt;This decision has bigger impact than model choice in the early phase. If runtime boundaries are unclear, every future automation inherits that instability.&lt;/p&gt;&#xA;&lt;h2 id=&#34;in-this-article&#34;&gt;In this article&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;when an old computer is the smartest starting point,&lt;/li&gt;&#xA;&lt;li&gt;when a VPS makes more sense,&lt;/li&gt;&#xA;&lt;li&gt;which security baseline you should set from day one,&lt;/li&gt;&#xA;&lt;li&gt;and why OpenClaw feels closer to an operating layer than a chat window.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;h2 id=&#34;1-first-architecture-decision-where-does-openclaw-run&#34;&gt;1) First architecture decision: where does OpenClaw run?&lt;/h2&gt;&#xA;&lt;p&gt;Before selecting model stacks, define your runtime environment:&lt;/p&gt;</description>
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      <title>Pipedrive - the Start-up Sales Automation CRM</title>
      <link>https://freshestweb.com/en/blog/pipedrive-the-start-up-sales-automation-crm/</link>
      <pubDate>Thu, 28 Oct 2021 19:15:59 +0000</pubDate>
      <guid>https://freshestweb.com/en/blog/pipedrive-the-start-up-sales-automation-crm/</guid>
      <description>&lt;p&gt;Last updated on November 1, 2021, 12:37 AM&lt;/p&gt;&#xA;&lt;p&gt;Since I’ve been using Pipedrive a lot lately and think it’s a very good and sensibly designed tool, here’s a brief introduction to this powerful Sales Automation CRM tool.&lt;/p&gt;&#xA;&lt;p&gt;CRMs are a dime a dozen, and tools have been developed for many subareas that actually also integrate a CRM. The same has happened for sales. Digitization is advancing and resourceful providers have thought about how to map the entire sales process nicely and effectively digitally and also automate as many steps as possible.&lt;/p&gt;</description>
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