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    <title>Grant Stellmacher — Research</title>
    <link>https://grantstell.com</link>
    <description>Long-form research on institutional crypto finance, staking governance, revenue architecture, and digital asset infrastructure.</description>
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    <managingEditor>Grant Stellmacher</managingEditor>
    <lastBuildDate>Wed, 15 Apr 2026 07:57:12 GMT</lastBuildDate>
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      <title><![CDATA[Vibe Coding Is Creating a Security Debt Crisis]]></title>
      <link>https://grantstell.com/research/vibe-coding-security-debt-crisis</link>
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      <description><![CDATA[Andrej Karpathy coined 'vibe coding' — shipping production software by feeling through AI prompts rather than engineering it. The litellm supply chain attack in March demonstrated exactly what happens when AI-generated code reaches production without security review. We are accumulating a security debt that insurance actuaries, compliance frameworks, and liability law are not remotely prepared to handle.]]></description>
      <category>AI & Security</category>
      <pubDate>Fri, 17 Apr 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
    </item>
    <item>
      <title><![CDATA[Solo Founders Hitting $1M ARR With Zero Employees: The Tax and Legal Nightmare Nobody Warns You About]]></title>
      <link>https://grantstell.com/research/solo-founder-million-arr-tax-nightmare</link>
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      <description><![CDATA[IndieHackers is full of solo founders celebrating $1M ARR with zero employees. What's missing from those celebration posts: the self-employment tax on $1M, the S-corp election timing you probably missed, the QBI deduction phase-outs you didn't budget for, and the multi-state nexus exposure that's accumulating with every remote customer.]]></description>
      <category>Tax & Business Structure</category>
      <pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
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      <title><![CDATA[The SaaS Extinction Event: When AI Agents Replace Your $7,500/Year Software Stack]]></title>
      <link>https://grantstell.com/research/saas-extinction-event-ai-agents</link>
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      <description><![CDATA[McKay Wrigley cancelled 7 B2B SaaS subscriptions in a single weekend after building replacements with Claude. He's not alone — and the compounding effect of AI-native replacements on SaaS revenue recognition, valuation multiples, and the $700 billion SaaS industry is being dramatically underestimated.]]></description>
      <category>AI & Business Models</category>
      <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
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      <title><![CDATA[OpenAI Is Burning $14 Billion a Year. The AI Business Model Problem Nobody Wants to Talk About.]]></title>
      <link>https://grantstell.com/research/openai-burning-14-billion-ai-business-model</link>
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      <description><![CDATA[OpenAI is projected to lose $14 billion in 2026 — on $12.7 billion in revenue. The company that sparked the AI arms race cannot figure out how to make the math work. Understanding why matters enormously for every business building products on top of these APIs.]]></description>
      <category>AI & Business Models</category>
      <pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
    </item>
    <item>
      <title><![CDATA[The Prediction Market Jurisdiction War Is Here. Both Sides Are Wrong.]]></title>
      <link>https://grantstell.com/research/prediction-markets-jurisdiction-war</link>
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      <description><![CDATA[The federal government just sued three states for trying to regulate prediction markets as gambling. The CFTC says they're swaps. The states say they're bets. The real problem: neither framework actually fits what these markets are becoming.]]></description>
      <category>Prediction Markets & Regulation</category>
      <pubDate>Fri, 03 Apr 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
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      <title><![CDATA[The Quiet Tax Crisis Inside x402]]></title>
      <link>https://grantstell.com/research/x402-micropayments-tax-crisis</link>
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      <description><![CDATA[Coinbase's x402 protocol makes machine-to-machine micropayments trivial. Every tax authority on earth is unprepared for what comes next.]]></description>
      <category>Crypto × Tax</category>
      <pubDate>Mon, 16 Mar 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
    </item>
    <item>
      <title><![CDATA[The Broken Signal: Why Corporate Earnings Estimates Are Structurally Wrong]]></title>
      <link>https://grantstell.com/research/earnings-estimates-broken-2026</link>
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      <description><![CDATA[Wall Street consensus estimates were built for a world where information moved slowly. That world is gone. Here's what's actually happening — and what actually works for pricing earnings outcomes.]]></description>
      <category>AI & Finance</category>
      <pubDate>Sat, 14 Mar 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
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      <title><![CDATA[When Agents Pay Agents: What the Machine Economy Does to Financial Infrastructure]]></title>
      <link>https://grantstell.com/research/agent-payments-financial-infrastructure</link>
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      <description><![CDATA[Agent-to-agent payments are already happening. USDC on Base, protocol-speed settlement, no human in the loop. The financial infrastructure — wallets, reconciliation, controls, accounting — was not built for this. Here's what needs to change.]]></description>
      <category>Crypto × AI</category>
      <pubDate>Mon, 02 Mar 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
    </item>
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      <title><![CDATA[AI Is a Headcount Compression Engine. And Nobody Knows Who Pays the Taxes.]]></title>
      <link>https://grantstell.com/research/ai-labor-shock-agent-economy</link>
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      <description><![CDATA[AI is collapsing the value chain while simultaneously spinning up an autonomous agent economy that existing tax frameworks, accounting standards, and liability structures have no answers for. Both are happening at once.]]></description>
      <category>AI & Finance</category>
      <pubDate>Mon, 02 Mar 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
    </item>
    <item>
      <title><![CDATA[What the Accounting Profession Is Getting Wrong About Digital Assets]]></title>
      <link>https://grantstell.com/research/gaap-crypto-whats-missing</link>
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      <description><![CDATA[The profession spent years debating impairment models for Bitcoin. Meanwhile, the real accounting problems — agent-generated income, protocol governance as a material event, cross-chain settlement — have almost no literature and no standards.]]></description>
      <category>Crypto Accounting</category>
      <pubDate>Mon, 02 Mar 2026 00:00:00 GMT</pubDate>
      <author>Grant Stellmacher</author>
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