<?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: STRIX YT</title>
    <description>The latest articles on DEV Community by STRIX YT (@strix_yt_44536c75b2371aa8).</description>
    <link>https://dev.to/strix_yt_44536c75b2371aa8</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%2F2764787%2F5ea52897-7da9-4f3f-b60e-6a39d85becd2.jpg</url>
      <title>DEV Community: STRIX YT</title>
      <link>https://dev.to/strix_yt_44536c75b2371aa8</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/strix_yt_44536c75b2371aa8"/>
    <language>en</language>
    <item>
      <title>Ghostwriter: liquidation cover on Sui, priced by an AI whose memory lives on Walrus</title>
      <dc:creator>STRIX YT</dc:creator>
      <pubDate>Tue, 10 Nov 2026 08:52:25 +0000</pubDate>
      <link>https://dev.to/strix_yt_44536c75b2371aa8/ghostwriter-liquidation-cover-on-sui-priced-by-an-ai-whose-memory-lives-on-walrus-183</link>
      <guid>https://dev.to/strix_yt_44536c75b2371aa8/ghostwriter-liquidation-cover-on-sui-priced-by-an-ai-whose-memory-lives-on-walrus-183</guid>
      <description>&lt;p&gt;&lt;em&gt;Ghostwriter: liquidation cover on Sui, priced by an AI whose memory lives on Walrus.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Borrow on Sui and one bad hour for SUI can liquidate you. Most on-chain cover is an escrow and a price feed. We built an &lt;strong&gt;underwriter&lt;/strong&gt; instead: it prices from experience, explains itself, says no, and learns when it's wrong.&lt;/p&gt;

&lt;p&gt;Built for &lt;strong&gt;Total Recall: Tatum × Walrus Memory&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  How it works
&lt;/h2&gt;

&lt;p&gt;Ask for cover: &lt;em&gt;"Pay me 10 gUSD if SUI drops below $0.80 in 7 days."&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Ghostwriter recalls similar past cases from &lt;strong&gt;Walrus Memory&lt;/strong&gt; and adjusts the price. Here, SUI touched the trigger in 81 of 180 similar windows, so memory made the cover cheaper (×0.90). On a riskier, near-the-money policy it went the other way (×1.35). Every factor links to the Walrus blob it came from.&lt;/p&gt;

&lt;p&gt;No claim form. When the Pyth price crosses your trigger, the Move contract checks the price itself and the vault pays your wallet automatically.&lt;/p&gt;

&lt;h2&gt;
  
  
  What makes it different
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;It says no.&lt;/strong&gt; Ask for 880 gUSD of cover and it declines, because one policy is capped at 25% of free capital. It counter-offers 495.36 gUSD, one click to accept.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;It learns from losses.&lt;/strong&gt; After one payout cost it 2.7 gUSD, it wrote itself a new pricing rule and saved it to Walrus:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;SUI, mid volatility, 0–5% below spot → charge ×1.25&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Nobody told it to.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;It only knows what it remembers.&lt;/strong&gt; Ask &lt;em&gt;"What's the capital of France?"&lt;/em&gt; and it replies: &lt;em&gt;"I have no memory of the capital of France."&lt;/em&gt; It answers from Walrus only, with blob IDs as receipts.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Agents buy cover too.&lt;/strong&gt; Type one sentence, like &lt;em&gt;"Cover my SUI if it drops 15% over 3 days, max 4 gUSD."&lt;/em&gt; An AI agent gets a quote over &lt;strong&gt;x402&lt;/strong&gt;, checks it against the budget, and pays from its own wallet.&lt;/p&gt;

&lt;h2&gt;
  
  
  The stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Walrus Memory&lt;/strong&gt; (Sui Mainnet): 105 memories of cases, decisions, policies and self-written rules. Borrowers own their own memory account.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Tatum&lt;/strong&gt;: every Sui read and write, on both networks.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Sui + Move&lt;/strong&gt;: policies, vault and automatic payouts.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pyth&lt;/strong&gt;: price checks inside the contract.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;x402&lt;/strong&gt;: agent-to-agent payments.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Nautilus&lt;/strong&gt;: an enclave that verifies Suilend liquidations on Mainnet.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The takeaway
&lt;/h2&gt;

&lt;p&gt;When an agent's memory is something you can open and audit, you can trust its judgement. When it can write to that memory, it can learn.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;An underwriter that remembers, shows its evidence, says no when it should, and learns when it's wrong.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;🎥 &lt;strong&gt;Demo:&lt;/strong&gt; [&lt;a href="https://www.youtube.com/watch?si=oLevczEVpA8fNajQ&amp;amp;v=YLs4Wi_S6h4&amp;amp;feature=youtu.be" rel="noopener noreferrer"&gt;https://www.youtube.com/watch?si=oLevczEVpA8fNajQ&amp;amp;v=YLs4Wi_S6h4&amp;amp;feature=youtu.be&lt;/a&gt;]&lt;br&gt;
💻 &lt;strong&gt;Code:&lt;/strong&gt; [&lt;a href="https://github.com/austinjeremiah/Ghost-Writer" rel="noopener noreferrer"&gt;https://github.com/austinjeremiah/Ghost-Writer&lt;/a&gt;]&lt;/p&gt;

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