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    <title>Forem: Denis Perov</title>
    <description>The latest articles on Forem by Denis Perov (@imajus).</description>
    <link>https://forem.com/imajus</link>
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      <title>Forem: Denis Perov</title>
      <link>https://forem.com/imajus</link>
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    <item>
      <title>Scam on you</title>
      <dc:creator>Denis Perov</dc:creator>
      <pubDate>Fri, 21 Nov 2025 08:30:04 +0000</pubDate>
      <link>https://forem.com/imajus/scam-on-you-4o55</link>
      <guid>https://forem.com/imajus/scam-on-you-4o55</guid>
      <description>&lt;p&gt;I just wasted scammers' time by pretending to fall for their LinkedIn job offer.&lt;/p&gt;

&lt;p&gt;Few days ago got message from a stranger account, 500+ connections, employee of EOS Venezuela Block Producers. Company page looked real with 80+ followers, California headquarters, multiple employees listed.&lt;/p&gt;

&lt;p&gt;But something felt wrong from start. My curiosity won. Decided to play along.&lt;/p&gt;

&lt;p&gt;After I shared my resume, they asked for a test assignment. Connected me with another person via Teams who shared "Node application" source code and asked to run it. Long story short, there was a a malicious code download script hidden in tasks.json for VSCode.&lt;/p&gt;

&lt;p&gt;Don't trust outsiders, challenge their statements:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Take time to think before doing anything&lt;/li&gt;
&lt;li&gt;If someone too excited to give you job this is a 🚩&lt;/li&gt;
&lt;li&gt;Never run code from strangers&lt;/li&gt;
&lt;/ol&gt;

</description>
      <category>cybersecurity</category>
      <category>node</category>
    </item>
    <item>
      <title>Tickets that don't crash when it matters most</title>
      <dc:creator>Denis Perov</dc:creator>
      <pubDate>Tue, 04 Nov 2025 11:02:27 +0000</pubDate>
      <link>https://forem.com/imajus/tickets-that-dont-crash-when-it-matters-most-3h82</link>
      <guid>https://forem.com/imajus/tickets-that-dont-crash-when-it-matters-most-3h82</guid>
      <description>&lt;p&gt;💃 25,000 Jennifer Lopez tickets. 4 hours of complete system failure. People were charged for tickets that never existed. I spent 1 week building a blockchain solution with parallel execution, reaching 10k+ TPS.&lt;/p&gt;

&lt;p&gt;TL;DR: Project &lt;strong&gt;almost died&lt;/strong&gt; midway. Blockchain broke. Thought that I had to fake the demo, but got it working the day before the deadline.&lt;/p&gt;

&lt;p&gt;Read more &lt;a href="https://majus.org/en/blog/goin-in" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;

</description>
      <category>blockchain</category>
      <category>web3</category>
      <category>hackathon</category>
      <category>devjournal</category>
    </item>
    <item>
      <title>What can make AI companies pay for data instead of scraping?</title>
      <dc:creator>Denis Perov</dc:creator>
      <pubDate>Wed, 27 Aug 2025 20:07:59 +0000</pubDate>
      <link>https://forem.com/imajus/what-can-make-ai-companies-pay-for-data-instead-of-scraping-g9p</link>
      <guid>https://forem.com/imajus/what-can-make-ai-companies-pay-for-data-instead-of-scraping-g9p</guid>
      <description>&lt;p&gt;We all know the current state of AI data scraping is broken. AI companies are consuming massive amounts of bandwidth (seen cases of 30TB/month from single bots), driving up infrastructure costs, and training on content without compensating creators. Meanwhile, content creators are stuck either blocking everything or watching their servers burn 🔥&lt;/p&gt;

&lt;p&gt;There's Cloudflare's &lt;a href="https://blog.cloudflare.com/introducing-pay-per-crawl/" rel="noopener noreferrer"&gt;pay-per-crawl&lt;/a&gt; (when it releases) that just adds paywalls to web scraping which is essentially a cat-and-mouse game because 30-40% of AI traffic is now unidentified bots. &lt;/p&gt;

&lt;p&gt;We need a completely different solution, which will motivate AI companies to pay for the content. And to achieve that, we must give them a better alternative to web scraping 💡&lt;/p&gt;

&lt;h2&gt;
  
  
  The Concept
&lt;/h2&gt;

&lt;p&gt;I though of a different approach -- a data marketplace where &lt;strong&gt;AI companies pay&lt;/strong&gt; content creators directly for structured, clean training data.&lt;/p&gt;

&lt;p&gt;Instead of the current chaos of scraping, blocking, and legal battles, this creates a professional data exchange where:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Content creators export their data to external data storage&lt;/li&gt;
&lt;li&gt;AI companies access structured data via MCP server using SQL-like queries&lt;/li&gt;
&lt;li&gt;Data is split into two chunks: public &amp;amp; private. Public chunk can be used for filtering but access to the private chunk is token-gated&lt;/li&gt;
&lt;li&gt;Smart contracts handle automatic payments in cryptocurrency and access control&lt;/li&gt;
&lt;li&gt;Everything is permissionless -- no middleman taking cuts or controlling access&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This approach offers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Structured data that AI companies actually prefer over HTML scraping&lt;/li&gt;
&lt;li&gt;Zero infrastructure burden - data served from decentralized network&lt;/li&gt;
&lt;li&gt;Cryptographic proof of licensing for auditing&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Development Plan
&lt;/h2&gt;

&lt;p&gt;Planning to build a WordPress plugin as the first integration because:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;WordPress powers 43% of the web - massive potential impact&lt;/li&gt;
&lt;li&gt;Site owners are desperately seeking solutions (27+ blocking plugins exist)&lt;/li&gt;
&lt;li&gt;Non-technical users need simple tools to participate&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The plugin would provide simple admin UI for data export configuration, public/private field mapping (e.g., titles free, full content paid), automatic sync of new content and earnings dashboard.&lt;/p&gt;

&lt;h2&gt;
  
  
  Seeking Feedback
&lt;/h2&gt;

&lt;p&gt;This isn't about forcing anyone to monetize their data -- it's about giving creators the &lt;strong&gt;option&lt;/strong&gt; to get compensated instead of just bearing the costs. If you want your data free for AI training, set the price to zero. Your choice.&lt;/p&gt;

&lt;p&gt;Happy to dive into technical details. Also interested in connecting with WordPress site owners who want to "make money from the machines" and might want to beta test.&lt;/p&gt;

&lt;p&gt;Feel free to roast the idea if you want! I think it's better to face a hard truth before investing a lot of personal resources into the development of something that will never work.&lt;/p&gt;

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      <category>wordpress</category>
      <category>ai</category>
      <category>product</category>
      <category>discuss</category>
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