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<title>ept.git/hw_sim/toy_loop.py, branch master</title>
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<title>Stage C: SPICE-in-the-loop training — SPICE == behavioral == ideal (0.0213/0.0213/0.0211, all 100% acc); fidelity ladder certified; 7200 ngspice solves in 26s</title>
<updated>2026-07-17T20:57:00+00:00</updated>
<author>
<name>Yuren Hao</name>
<email>yurenh2@illinois.edu</email>
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<published>2026-07-17T20:57:00+00:00</published>
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Co-Authored-By: Claude Fable 5 &lt;noreply@anthropic.com&gt;
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
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Co-Authored-By: Claude Fable 5 &lt;noreply@anthropic.com&gt;
Claude-Session: https://claude.ai/code/session_014FAPDWQ49M5Ye3NpTndTpn
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