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    <description>AI-native Infrastructure Research & Engineering</description>
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      <title>AI Still Cannot Design Correct Ledger Systems</title>
      <description>LLMs can write code. They can flag known vulnerabilities. They cannot reason about adversarial state transitions, emergent multi-contract bugs, or mechanism design failures. The gap is the size of the entire blockchain security incident database.</description>
      <pubDate>Sat, 30 May 2026 00:00:00 GMT</pubDate>
      <link>https://shikelabs.com/articles/ai-cannot-design-correct-ledger-systems</link>
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      <title>Why Most Parallel Execution Designs Fail</title>
      <description>Parallel execution is a checkbox on every L1 roadmap. The benchmarks look great. Production tells a different story. An honest look at why — and what actually matters.</description>
      <pubDate>Thu, 28 May 2026 00:00:00 GMT</pubDate>
      <link>https://shikelabs.com/articles/why-most-parallel-execution-designs-fail</link>
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