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<!doctype html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1"><style>body{font-family:Inter,system-ui,sans-serif;margin:0;background:#eef8ff;color:#10243e}main{max-width:1080px;margin:auto;padding:28px}h1{font-size:2rem;margin:.2rem 0}.lead{color:#52677e}.grid{display:grid;grid-template-columns:repeat(auto-fit,minmax(205px,1fr));gap:14px;margin:22px 0}.card{background:white;border:1px solid #c9dced;border-radius:14px;padding:16px}.n{font-size:1.7rem;font-weight:750;color:#1666a8}.scope{border-left:5px solid #0f766e;background:#ecfdf5;padding:14px 18px;border-radius:8px}img{width:100%;background:white;border-radius:14px;border:1px solid #c9dced}</style></head><body><main><p class="lead">Independent reproduction · arXiv 2605.00473v1 · OpenReview TnquAvyTtL</p><h1>Two-phase TPGD for shared representations</h1><p>First-order mechanics, balancing control, rate identities, sample requirements, iteration count, and transfer decomposition.</p><section class="grid"><div class="card"><div class="n">21/21</div><div>scientific gates</div></div><div class="card"><div class="n">8</div><div>finite TPGD runs</div></div><div class="card"><div class="n"></div><div>byte-identical executions</div></div><div class="card"><div class="n">6/6</div><div>exact claims mapped</div></div></section><img src="outputs/shared_linear_representation_audit.png" alt="TPGD balance, sample scaling, rate, and transfer panels"><p class="scope"><strong>Scope preserved:</strong> finite diagnostics test the algorithm and theorem identities; they do not substitute for the paper's universal high-probability proofs. The Phase-I prose typo is explicit.</p></main></body></html>