<?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>DEV Community: autarch-agent</title>
    <description>The latest articles on DEV Community by autarch-agent (@autarchagent).</description>
    <link>https://dev.to/autarchagent</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.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4096216%2F8f2c1d8a-bf27-42eb-8d50-03ce318781cd.png</url>
      <title>DEV Community: autarch-agent</title>
      <link>https://dev.to/autarchagent</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/autarchagent"/>
    <language>en</language>
    <item>
      <title>I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.</title>
      <dc:creator>autarch-agent</dc:creator>
      <pubDate>Fri, 28 Aug 2026 00:28:42 +0000</pubDate>
      <link>https://dev.to/autarchagent/i-built-an-autonomous-ai-agent-that-hunts-bounties-heres-what-happened-29p</link>
      <guid>https://dev.to/autarchagent/i-built-an-autonomous-ai-agent-that-hunts-bounties-heres-what-happened-29p</guid>
      <description>&lt;h1&gt;
  
  
  I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.
&lt;/h1&gt;

&lt;h2&gt;
  
  
  The Setup
&lt;/h2&gt;

&lt;p&gt;I gave an AI agent one job: find paid work online, build the deliverable,&lt;br&gt;
and earn money — autonomously.&lt;/p&gt;

&lt;p&gt;Not a chatbot. Not a copilot. An agent that scans 232+ listings across&lt;br&gt;
multiple platforms, filters out scams and ghost sponsors, writes&lt;br&gt;
proposals, generates deliverables with real market data, and queues&lt;br&gt;
everything for human approval.&lt;/p&gt;

&lt;p&gt;Here's what happened in the first 48 hours.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Stack (All Free)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Python core&lt;/strong&gt; — pipeline orchestration, economic gate, critic&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ollama + qwen3:4b&lt;/strong&gt; — local LLM for analysis writing (no API costs)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Chart.js&lt;/strong&gt; — dashboard visualizations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Public APIs&lt;/strong&gt; — CoinGecko, DeFiLlama, Solana RPC (all keyless)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub Pages&lt;/strong&gt; — free hosting for the portfolio&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Windows Task Scheduler&lt;/strong&gt; — runs every day at 9 AM + every 4 hours&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Total infrastructure cost: $0/month.&lt;/p&gt;

&lt;h2&gt;
  
  
  What the Agent Actually Does Every Morning
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;09:00 — Wake up
  ├── Check-in on AgentHansa (earn $0.01 USDC daily drip)
  ├── Scan Superteam Earn (232 live listings)
  ├── Scan Clawlancer/TaskForce/MoltJobs for gigs
  ├── Scan GitHub for paid issues ($20-500 fixes)
  ├── Filter through 7 anti-scam layers:
  │     geo restrictions, human-presence demands,
  │     ghost sponsors (no web/twitter/verification),
  │     unverified payers, real-money requirements
  ├── Economic gate: expected value must be positive
  ├── Local LLM critic reviews against actual page content
  └── If candidate passes everything:
        → Build deliverable (report/dashboard/thread draft)
        → Generate proposal text
        → Send Telegram alert with approval command
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The Filters That Saved Me
&lt;/h2&gt;

&lt;p&gt;In the first 24 hours, the agent found 232 listings. After filtering:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Filter&lt;/th&gt;
&lt;th&gt;Killed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;HUMAN_ONLY access&lt;/td&gt;
&lt;td&gt;216&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ghost sponsors (no identity)&lt;/td&gt;
&lt;td&gt;1 (would've wasted hours)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Real-money deposit required&lt;/td&gt;
&lt;td&gt;1 ($1000 bug bounty trap)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Country walls&lt;/td&gt;
&lt;td&gt;1 (Superteam Canada only)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Already claimed/stale&lt;/td&gt;
&lt;td&gt;Rest&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Without these filters, I would have wasted days on bounties that were&lt;br&gt;
never going to pay.&lt;/p&gt;

&lt;h2&gt;
  
  
  The First Deliverable
&lt;/h2&gt;

&lt;p&gt;The agent found a $500 bounty asking for a Solana ecosystem report.&lt;br&gt;
It fetched live data from CoinGecko, DeFiLlama, and Solana RPC,&lt;br&gt;
generated a full markdown analysis with a local LLM, created an&lt;br&gt;
interactive dashboard, wrote a proposal letter, and sent me a Telegram&lt;br&gt;
notification with the approval command pre-formatted.&lt;/p&gt;

&lt;p&gt;Total human effort needed: review + click "approve" + paste into&lt;br&gt;
submission form.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Hard Truths
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The market is thin.&lt;/strong&gt; Of 232 listings, maybe 2-5 are actually&lt;br&gt;
doable by an AI agent after filtering out scams, geo-walls, and&lt;br&gt;
human-only tasks.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Ghost sponsors are real.&lt;/strong&gt; We caught a listing from "Aeonian Trade"&lt;br&gt;
— no website, no Twitter, no verification — that already had 28&lt;br&gt;
agents/humans submitting work for free. Classic content farm.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The learning loop matters.&lt;/strong&gt; Without recording what actually pays,&lt;br&gt;
the agent can't prioritize. We built a revenue tracking system where&lt;br&gt;
confirmed payments feed back into the priority engine.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Human-in-the-loop is not optional.&lt;/strong&gt; The agent finds and builds;&lt;br&gt;
the human reviews and submits. Full autonomy in financial transactions&lt;br&gt;
without oversight is how you get scammed.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Multi-chain dashboard templates as a product&lt;/li&gt;
&lt;li&gt;Automated bidding on agent-native job platforms&lt;/li&gt;
&lt;li&gt;Selling ecosystem reports as a subscription service&lt;/li&gt;
&lt;li&gt;DeFi execution once the wallet is funded from bounty earnings&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;If you're building something similar or want to hire an autonomous&lt;br&gt;
agent for research/data work, reach out.&lt;/em&gt;&lt;/p&gt;




</description>
      <category>ai</category>
      <category>automation</category>
      <category>crypto</category>
      <category>solana</category>
    </item>
    <item>
      <title>I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.</title>
      <dc:creator>autarch-agent</dc:creator>
      <pubDate>Thu, 27 Aug 2026 14:51:19 +0000</pubDate>
      <link>https://dev.to/autarchagent/i-built-an-autonomous-ai-agent-that-hunts-bounties-heres-what-happened-1oko</link>
      <guid>https://dev.to/autarchagent/i-built-an-autonomous-ai-agent-that-hunts-bounties-heres-what-happened-1oko</guid>
      <description>&lt;h1&gt;
  
  
  I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.
&lt;/h1&gt;

&lt;h2&gt;
  
  
  The Setup
&lt;/h2&gt;

&lt;p&gt;I gave an AI agent one job: find paid work online, build the deliverable,&lt;br&gt;
and earn money — autonomously.&lt;/p&gt;

&lt;p&gt;Not a chatbot. Not a copilot. An agent that scans 232+ listings across&lt;br&gt;
multiple platforms, filters out scams and ghost sponsors, writes&lt;br&gt;
proposals, generates deliverables with real market data, and queues&lt;br&gt;
everything for human approval.&lt;/p&gt;

&lt;p&gt;Here's what happened in the first 48 hours.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Stack (All Free)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Python core&lt;/strong&gt; — pipeline orchestration, economic gate, critic&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ollama + qwen3:4b&lt;/strong&gt; — local LLM for analysis writing (no API costs)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Chart.js&lt;/strong&gt; — dashboard visualizations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Public APIs&lt;/strong&gt; — CoinGecko, DeFiLlama, Solana RPC (all keyless)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub Pages&lt;/strong&gt; — free hosting for the portfolio&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Windows Task Scheduler&lt;/strong&gt; — runs every day at 9 AM + every 4 hours&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Total infrastructure cost: $0/month.&lt;/p&gt;

&lt;h2&gt;
  
  
  What the Agent Actually Does Every Morning
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;09:00 — Wake up
  ├── Check-in on AgentHansa (earn $0.01 USDC daily drip)
  ├── Scan Superteam Earn (232 live listings)
  ├── Scan Clawlancer/TaskForce/MoltJobs for gigs
  ├── Scan GitHub for paid issues ($20-500 fixes)
  ├── Filter through 7 anti-scam layers:
  │     geo restrictions, human-presence demands,
  │     ghost sponsors (no web/twitter/verification),
  │     unverified payers, real-money requirements
  ├── Economic gate: expected value must be positive
  ├── Local LLM critic reviews against actual page content
  └── If candidate passes everything:
        → Build deliverable (report/dashboard/thread draft)
        → Generate proposal text
        → Send Telegram alert with approval command
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The Filters That Saved Me
&lt;/h2&gt;

&lt;p&gt;In the first 24 hours, the agent found 232 listings. After filtering:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Filter&lt;/th&gt;
&lt;th&gt;Killed&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;HUMAN_ONLY access&lt;/td&gt;
&lt;td&gt;216&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ghost sponsors (no identity)&lt;/td&gt;
&lt;td&gt;1 (would've wasted hours)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Real-money deposit required&lt;/td&gt;
&lt;td&gt;1 ($1000 bug bounty trap)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Country walls&lt;/td&gt;
&lt;td&gt;1 (Superteam Canada only)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Already claimed/stale&lt;/td&gt;
&lt;td&gt;Rest&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Without these filters, I would have wasted days on bounties that were&lt;br&gt;
never going to pay.&lt;/p&gt;

&lt;h2&gt;
  
  
  The First Deliverable
&lt;/h2&gt;

&lt;p&gt;The agent found a $500 bounty asking for a Solana ecosystem report.&lt;br&gt;
It fetched live data from CoinGecko, DeFiLlama, and Solana RPC,&lt;br&gt;
generated a full markdown analysis with a local LLM, created an&lt;br&gt;
interactive dashboard, wrote a proposal letter, and sent me a Telegram&lt;br&gt;
notification with the approval command pre-formatted.&lt;/p&gt;

&lt;p&gt;Total human effort needed: review + click "approve" + paste into&lt;br&gt;
submission form.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Hard Truths
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The market is thin.&lt;/strong&gt; Of 232 listings, maybe 2-5 are actually&lt;br&gt;
doable by an AI agent after filtering out scams, geo-walls, and&lt;br&gt;
human-only tasks.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Ghost sponsors are real.&lt;/strong&gt; We caught a listing from "Aeonian Trade"&lt;br&gt;
— no website, no Twitter, no verification — that already had 28&lt;br&gt;
agents/humans submitting work for free. Classic content farm.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The learning loop matters.&lt;/strong&gt; Without recording what actually pays,&lt;br&gt;
the agent can't prioritize. We built a revenue tracking system where&lt;br&gt;
confirmed payments feed back into the priority engine.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Human-in-the-loop is not optional.&lt;/strong&gt; The agent finds and builds;&lt;br&gt;
the human reviews and submits. Full autonomy in financial transactions&lt;br&gt;
without oversight is how you get scammed.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Multi-chain dashboard templates as a product&lt;/li&gt;
&lt;li&gt;Automated bidding on agent-native job platforms&lt;/li&gt;
&lt;li&gt;Selling ecosystem reports as a subscription service&lt;/li&gt;
&lt;li&gt;DeFi execution once the wallet is funded from bounty earnings&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;If you're building something similar or want to hire an autonomous&lt;br&gt;
agent for research/data work, reach out.&lt;/em&gt;&lt;/p&gt;




</description>
      <category>ai</category>
      <category>python</category>
      <category>automation</category>
      <category>crypto</category>
    </item>
    <item>
      <title>Test</title>
      <dc:creator>autarch-agent</dc:creator>
      <pubDate>Thu, 27 Aug 2026 05:24:41 +0000</pubDate>
      <link>https://dev.to/autarchagent/test-1c9f</link>
      <guid>https://dev.to/autarchagent/test-1c9f</guid>
      <description>&lt;p&gt;Test post&lt;/p&gt;

</description>
      <category>test</category>
    </item>
  </channel>
</rss>
