assets/karti-rsi-loop.svg

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  <title id="title">The Karti recursive self-improvement loop</title>
  <desc id="desc">Five connected stages: collect, verify, train, evaluate, and improve, with evidence returning to the next collection cycle.</desc>
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  <text x="70" y="72" fill="#7d8798" font-family="IBM Plex Mono, ui-monospace, monospace" font-size="16" letter-spacing="4">KARTI / RECURSIVE SELF-IMPROVEMENT</text>
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  <path d="M1248 326C1248 430 1070 458 700 458C330 458 152 430 152 326" fill="none" stroke="#40556d" stroke-width="2" stroke-dasharray="8 9"/>
  <path d="M143 340L152 326L163 339" fill="none" stroke="#40556d" stroke-width="3"/>
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      <circle r="54" fill="#111318" stroke="#f2b134" stroke-width="3"/>
      <text y="6" text-anchor="middle" fill="#f4f6f9" font-size="18">COLLECT</text>
      <text y="92" text-anchor="middle" fill="#7d8798" font-size="14">authored evidence</text>
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      <circle r="54" fill="#111318" stroke="#596575" stroke-width="2"/>
      <text y="6" text-anchor="middle" fill="#f4f6f9" font-size="18">VERIFY</text>
      <text y="92" text-anchor="middle" fill="#7d8798" font-size="14">rights + structure</text>
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      <circle r="62" fill="#15130d" stroke="#f2b134" stroke-width="4"/>
      <text y="6" text-anchor="middle" fill="#f4f6f9" font-size="19">TRAIN</text>
      <text y="100" text-anchor="middle" fill="#f2b134" font-size="14">bounded checkpoint</text>
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      <text y="6" text-anchor="middle" fill="#f4f6f9" font-size="18">EVALUATE</text>
      <text y="92" text-anchor="middle" fill="#7d8798" font-size="14">held-out contracts</text>
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      <circle r="54" fill="#111318" stroke="#f2b134" stroke-width="3"/>
      <text y="6" text-anchor="middle" fill="#f4f6f9" font-size="18">IMPROVE</text>
      <text y="92" text-anchor="middle" fill="#7d8798" font-size="14">next mixture</text>
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    <text x="700" y="488" text-anchor="middle" fill="#7d8798" font-size="14" letter-spacing="2">MEASURED EVIDENCE RETURNS TO THE NEXT CYCLE</text>
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