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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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<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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<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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<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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<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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