feat: remove Loom Type from input, show in output header

frontend/app/page.tsx

@@ -44,7 +44,7 @@ export default function HomePage() {
 
   const [predictionInput, setPredictionInput] = useState<any>({
     weave: "", blend: "", warp_count: "", weft_count: "",
-    finish_epi: "", finish_ppi: "", target_gsm: "", dataset: "all", loom_type: "",
+    finish_epi: "", finish_ppi: "", target_gsm: "", dataset: "all",
   });
   const [weights, setWeights] = useState(DEFAULT_WEIGHTS);
   const [prediction, setPrediction] = useState<any>(null);

frontend/components/PredictionStudio/InputForm.tsx

@@ -53,13 +53,6 @@ export default function InputForm({
             options={["all", "working", "piece_dyed"]}
             tooltip="Working = general catalog. Piece Dyed = dyed after weaving."
           />
-          <SelectField
-            label="Loom Type"
-            value={predictionInput.loom_type}
-            onChange={(v: string) => update("loom_type", v)}
-            options={filters?.loom_types || []}
-            tooltip="Weaving machine type. Affects reed range compatibility."
-          />
           <InputField
             label="Warp Count"
             value={predictionInput.warp_count}

frontend/components/PredictionStudio/ResultsPanel.tsx

@@ -87,6 +87,11 @@ export default function ResultsPanel({ prediction, predictionInput, handleExport
             <span className={cn("font-bold px-2 py-1 rounded uppercase text-xs", confidenceColor)}>
               {dq.confidence?.replace("_", " ")}
             </span>
+            {rec.loom_type && (
+              <span className="text-slate-500">
+                Loom: <span className="font-medium text-indigo-600">{rec.loom_type}</span>
+              </span>
+            )}
           </div>
           {handleExportXML && (
             <button