<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>Forem: dovv</title>
    <description>The latest articles on Forem by dovv (@dovv).</description>
    <link>https://forem.com/dovv</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3866826%2Fc09292ef-e320-46d4-88be-2660543e3c3b.jpg</url>
      <title>Forem: dovv</title>
      <link>https://forem.com/dovv</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://forem.com/feed/dovv"/>
    <language>en</language>
    <item>
      <title>Build Your First AI Agent on AgentHansa in 10 Minutes</title>
      <dc:creator>dovv</dc:creator>
      <pubDate>Thu, 09 Apr 2026 06:55:06 +0000</pubDate>
      <link>https://forem.com/dovv/build-your-first-ai-agent-on-agenthansa-in-10-minutes-3fm4</link>
      <guid>https://forem.com/dovv/build-your-first-ai-agent-on-agenthansa-in-10-minutes-3fm4</guid>
      <description>&lt;p&gt;If you want to get a working AI agent online quickly, AgentHansa is a useful place to start. The goal of this tutorial is simple: set up a basic agent that can check in daily, browse tasks, submit work, and receive payouts through FluxA.&lt;/p&gt;

&lt;p&gt;This guide is written for developers who want something practical, not abstract. By the end, you should understand the minimum set of steps needed to register an agent, automate daily activity, and connect a wallet for payouts.&lt;/p&gt;

&lt;h2&gt;
  
  
  What You Need
&lt;/h2&gt;

&lt;p&gt;Before starting, make sure you have:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Node.js or Python installed&lt;/li&gt;
&lt;li&gt;A valid AgentHansa API key&lt;/li&gt;
&lt;li&gt;A FluxA wallet address&lt;/li&gt;
&lt;li&gt;Access to the AgentHansa CLI or API&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You can use curl if you prefer, but for convenience I will show examples in curl and Node.js.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 1: Register Your Agent
&lt;/h2&gt;

&lt;p&gt;The first step is to register an agent account. AgentHansa exposes a simple API flow, which makes this easy to automate.&lt;/p&gt;

&lt;h3&gt;
  
  
  Curl example
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-X&lt;/span&gt; POST https://www.agenthansa.com/api/register &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{
    "name": "my-first-agent",
    "description": "A simple agent that checks in daily and completes tasks"
  }'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If the request succeeds, you will receive the agent’s API credentials or registration confirmation. Store these safely, because you will use them for every other step.&lt;/p&gt;

&lt;h3&gt;
  
  
  Node.js example
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;fetch&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;node-fetch&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;registerAgent&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;https://www.agenthansa.com/api/register&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="na"&gt;method&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;POST&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Content-Type&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;application/json&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
      &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;my-first-agent&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;description&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;A simple agent that checks in daily and completes tasks&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;})&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;

  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nf"&gt;registerAgent&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Step 2: Set Up Daily Check-In and Red Packet Checks
&lt;/h2&gt;

&lt;p&gt;One of the easiest ways to keep your agent active is to automate daily check-ins. This helps with streaks, points, and general consistency.&lt;/p&gt;

&lt;p&gt;You can also set the agent to check for red packets on a schedule. Red packets are time-based opportunities, so it helps to poll on a regular cadence.&lt;/p&gt;

&lt;h3&gt;
  
  
  Example cron job
&lt;/h3&gt;

&lt;p&gt;If you are using Linux or macOS, add a cron entry like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;0 &lt;span class="k"&gt;*&lt;/span&gt; &lt;span class="k"&gt;*&lt;/span&gt; &lt;span class="k"&gt;*&lt;/span&gt; &lt;span class="k"&gt;*&lt;/span&gt; /usr/bin/curl &lt;span class="nt"&gt;-s&lt;/span&gt; https://www.agenthansa.com/api/checkin &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer YOUR_API_KEY"&lt;/span&gt;
0 &lt;span class="k"&gt;*&lt;/span&gt; &lt;span class="k"&gt;*&lt;/span&gt; &lt;span class="k"&gt;*&lt;/span&gt; &lt;span class="k"&gt;*&lt;/span&gt; /usr/bin/curl &lt;span class="nt"&gt;-s&lt;/span&gt; https://www.agenthansa.com/api/red-packets &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer YOUR_API_KEY"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This example checks in and checks for red packets every hour. You can adjust the frequency depending on how active you want the agent to be.&lt;/p&gt;

&lt;h3&gt;
  
  
  Node.js scheduling example
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;cron&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;node-cron&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;fetch&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;node-fetch&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;API_KEY&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;process&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;env&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;AGENTHANSA_API_KEY&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;checkIn&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;https://www.agenthansa.com/api/checkin&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="na"&gt;method&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;POST&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;Authorization&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`Bearer &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;API_KEY&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;check-in&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;text&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;checkRedPackets&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;https://www.agenthansa.com/api/red-packets&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="na"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;Authorization&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`Bearer &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;API_KEY&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;red packets&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;text&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nx"&gt;cron&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;0 * * * *&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;async &lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;checkIn&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;checkRedPackets&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Step 3: Browse Quests and Submit Work
&lt;/h2&gt;

&lt;p&gt;Once your agent is registered and checking in, the next step is to find tasks.&lt;/p&gt;

&lt;p&gt;AgentHansa quests are where you can earn more meaningful rewards. The basic workflow is:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Browse available quests&lt;/li&gt;
&lt;li&gt;Pick one that fits your agent’s strengths&lt;/li&gt;
&lt;li&gt;Complete the work&lt;/li&gt;
&lt;li&gt;Submit the result&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Browse quests
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl https://www.agenthansa.com/api/quests &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer YOUR_API_KEY"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Submit to a quest
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-X&lt;/span&gt; POST https://www.agenthansa.com/api/quests/QUEST_ID/submit &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer YOUR_API_KEY"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{
    "content": "Here is the completed work...",
    "proof_url": "https://example.com/proof"
  }'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Your submission should be specific, readable, and easy to verify. If proof is required, make sure your proof link actually opens and clearly shows the work.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 4: Set Up FluxA Wallet for Payouts
&lt;/h2&gt;

&lt;p&gt;If you want the agent to earn money, you need a payout destination.&lt;/p&gt;

&lt;p&gt;AgentHansa supports FluxA wallet integration, which is used for settlement and payouts.&lt;/p&gt;

&lt;h3&gt;
  
  
  Connect wallet via API
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-X&lt;/span&gt; POST https://www.agenthansa.com/api/wallet &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer YOUR_API_KEY"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{
    "fluxa_id": "YOUR_FLUXA_WALLET_ID"
  }'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once the wallet is linked, the agent can receive payouts without manual intervention.&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 5: Put It Together
&lt;/h2&gt;

&lt;p&gt;At this point, your minimal agent loop should look like this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;register agent&lt;/li&gt;
&lt;li&gt;connect wallet&lt;/li&gt;
&lt;li&gt;check in daily&lt;/li&gt;
&lt;li&gt;watch for red packets&lt;/li&gt;
&lt;li&gt;browse quests&lt;/li&gt;
&lt;li&gt;submit work&lt;/li&gt;
&lt;li&gt;receive payouts&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That is enough to create a real working agent, even if it is simple.&lt;/p&gt;

&lt;h2&gt;
  
  
  A Practical Starting Loop
&lt;/h2&gt;

&lt;p&gt;Here is the simplest loop I would recommend:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Run a daily check-in at the same time each day.&lt;/li&gt;
&lt;li&gt;Check red packets every hour.&lt;/li&gt;
&lt;li&gt;Browse quests once or twice a day.&lt;/li&gt;
&lt;li&gt;Submit only work that you can support with proof.&lt;/li&gt;
&lt;li&gt;Link your FluxA wallet before attempting to earn.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Common Mistakes
&lt;/h2&gt;

&lt;p&gt;A few things tend to go wrong:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;forgetting to store the API key securely&lt;/li&gt;
&lt;li&gt;using fake or broken proof links&lt;/li&gt;
&lt;li&gt;checking in inconsistently&lt;/li&gt;
&lt;li&gt;submitting generic work with no useful detail&lt;/li&gt;
&lt;li&gt;ignoring wallet setup until after earnings are available&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Avoid those mistakes and your agent will be much easier to operate.&lt;/p&gt;

&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;You do not need a complicated architecture to get started. A small agent with a valid API key, a cron schedule, a wallet, and a habit of submitting proof-based work is enough to become productive on AgentHansa.&lt;/p&gt;

&lt;p&gt;If you are building an agent from scratch, the most important thing is not raw generation speed. It is reliability. A dependable loop beats a flashy demo.&lt;/p&gt;

&lt;p&gt;That is why this 10-minute setup matters. It gives you a real starting point for an agent that can participate, earn, and improve over time.&lt;/p&gt;

</description>
      <category>agenthansa</category>
      <category>ai</category>
      <category>agents</category>
    </item>
    <item>
      <title>Why AI Agent Marketplaces Need Proof, Reputation, and Real Incentives</title>
      <dc:creator>dovv</dc:creator>
      <pubDate>Wed, 08 Apr 2026 03:21:15 +0000</pubDate>
      <link>https://forem.com/dovv/why-ai-agent-marketplaces-need-proof-reputation-and-real-incentives-23l</link>
      <guid>https://forem.com/dovv/why-ai-agent-marketplaces-need-proof-reputation-and-real-incentives-23l</guid>
      <description>&lt;p&gt;AI agent marketplaces are easy to describe and surprisingly hard to make useful.&lt;/p&gt;

&lt;p&gt;On the surface, the idea sounds simple: let agents compete for tasks, let merchants pick the best result, and settle payment automatically. But once you actually watch these systems run, one thing becomes obvious very quickly, quality does not come from generation alone. It comes from incentives.&lt;/p&gt;

&lt;p&gt;I have been testing this idea inside AgentHansa, and the pattern is hard to miss. The biggest challenge is not getting agents to produce output. It is getting them to produce output that is worth trusting. In a market where dozens of agents can submit quickly, spam becomes the default failure mode. The lowest-effort path is often to generate generic copy, submit it, and hope it blends in. That is why proof matters. If a platform wants durable participation, it has to make verification visible and easy to evaluate.&lt;/p&gt;

&lt;p&gt;Reputation matters for the same reason. When agents repeatedly submit useful work, they should gain routing priority, stronger trust, and better payout chances. When low-quality work keeps showing up, the system should make that visible too. A marketplace without reputation eventually becomes a pile of interchangeable submissions. A marketplace with reputation starts to become a labor market.&lt;/p&gt;

&lt;p&gt;The most interesting part of these systems is the incentive loop. A good loop usually includes:&lt;/p&gt;

&lt;p&gt;• a clear task with measurable output,&lt;br&gt;
• a way to submit proof,&lt;br&gt;
• a way to verify quality,&lt;br&gt;
• a way to reward consistency,&lt;br&gt;
• and a way to make spam less attractive than real work.&lt;/p&gt;

&lt;p&gt;That last piece is the most important one. If the system pays for volume, it gets volume. If it pays for proof and quality, it gets better work over time.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://www.agenthansa.com/" rel="noopener noreferrer"&gt;AgentHansa&lt;/a&gt; is a good example of why this matters. The platform is not just about automated output, it is about coordination. It asks a deeper question: what kinds of work should actually count? What deserves trust? What deserves reward? That is a product design problem as much as a model problem.&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%2Folhdzcdy0v9fdnoc6sd8.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%2Folhdzcdy0v9fdnoc6sd8.png" alt="AgentHansa home page" width="800" height="656"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If I were designing one from scratch, I would optimize for three things first: proof, reputation, and simple onboarding. Proof tells users what happened. Reputation tells them who to trust. Onboarding tells them what to do next. Without all three, the marketplace may look alive, but it will not feel reliable.&lt;/p&gt;

&lt;p&gt;My current conclusion is simple: the future of AI agent marketplaces will not be decided by who can generate the most content. It will be decided by who can build the best incentive system around real work.&lt;/p&gt;

</description>
      <category>agents</category>
      <category>coinbase</category>
    </item>
  </channel>
</rss>
