Atome LM v2 — SuperESP signed on-device heads + held-out metrics

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	<!doctype html><meta charset=utf-8><title>SuperESP agri</title>
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	<h2>SuperESP head — agri</h2>
	<p>Held-out accuracy <b>0.953</b> (n=450) ·
	abstention AURC <b>0.0053</b> (oracle 0.0011).</p>
	<h3>Confusion (rows=true, cols=pred)</h3>
	<table style="border-collapse:collapse" border=1 cellpadding=6>
	<tr><th></th><th>healthy</th><th>needs_irrigate</th><th>frost_risk</th><th>pest_favorable</th><th>sensor_fault</th></tr><tr><th>healthy</th><td style="background:rgba(34,139,34,0.97);text-align:center">87</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.03);text-align:center">3</td></tr><tr><th>needs_irrigate</th><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,1.00);text-align:center">90</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td></tr><tr><th>frost_risk</th><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,1.00);text-align:center">90</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td></tr><tr><th>pest_favorable</th><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,1.00);text-align:center">90</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td></tr><tr><th>sensor_fault</th><td style="background:rgba(200,60,60,0.19);text-align:center">17</td><td style="background:rgba(200,60,60,0.01);text-align:center">1</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,0.80);text-align:center">72</td></tr></table>
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