Update to LoRA Frenzi

ui/src/app/dashboard/page.tsx

@@ -21,8 +21,8 @@ export default function Dashboard() {
       <MainContent>
         <div className="mb-6">
           <img
-            src="https://d112y698adiu2z.cloudfront.net/photos/production/challenge_photos/003/754/358/datas/full_width.png"
-            alt="FLUX.1 Kontext Dev Hackathon banner"
+            src="https://huggingface.co/spaces/multimodalart/ai-toolkit/resolve/main/lora_frenzi.png"
+            alt="LoRA Frenzi event banner"
             className="w-full rounded-lg border border-gray-800"
           />
         </div>
@@ -64,24 +64,16 @@ export default function Dashboard() {
                 <HFLoginButton size="md" />
                 <div className="flex flex-col gap-2 text-sm text-gray-300 max-w-sm">
                   <p>
-                    If you are joining for the hackathon, make sure you registered at the{' '}
-                    <a
-                      href="https://bfl-kontext-dev.devpost.com"
-                      target="_blank"
-                      rel="noopener noreferrer"
-                      className="text-blue-400 underline"
-                    >
-                      hackathon here
-                    </a>, and please join this{' '}
+                    Planning to join LoRA Frenzi? Make sure your training runs are 5,000 steps or fewer and join the{' '}
                     <a
                       href="https://huggingface.co/organizations/lora-training-frenzi/share/kEyyVNQXBPWqmARdwHFVdIiFqqONHZPOtz"
                       target="_blank"
                       rel="noopener noreferrer"
                       className="text-blue-400 underline"
                     >
-                      organization
+                      LoRA Frenzi organization
                     </a>{' '}
-                    and authorize the <code className="bg-gray-800 px-1 rounded">lorafrenzi</code> organization when logging in.
+                    before authorizing the <code className="bg-gray-800 px-1 rounded">lorafrenzi</code> organization when logging in.
                   </p>
                   <img
                     src="https://huggingface.co/spaces/multimodalart/ai-toolkit/resolve/main/add_org_to_oauth.png"

ui/src/app/jobs/new/SimpleJob.tsx

@@ -125,11 +125,14 @@ export default function SimpleJob({
     return newQuantizationOptions;
   }, [modelArch]);
 
-  const isFluxKontextDev = useMemo(() => {
+  const isLoRAFrenziEligible = useMemo(() => {
     try {
-      const process = jobConfig?.config?.process?.[0];
-      const model = process?.model ?? {};
-      return model?.arch === 'flux_kontext' && model?.name_or_path === 'black-forest-labs/FLUX.1-Kontext-dev';
+      const steps = jobConfig?.config?.process?.[0]?.train?.steps;
+      const parsedSteps = typeof steps === 'string' ? Number(steps) : steps;
+      if (!Number.isFinite(parsedSteps)) {
+        return false;
+      }
+      return parsedSteps > 0 && parsedSteps <= 5000;
     } catch (error) {
       return false;
     }
@@ -966,7 +969,7 @@ export default function SimpleJob({
         <div className="mt-8">
           <HFJobsWorkflow
             jobConfig={jobConfig}
-            hackathonEligible={isFluxKontextDev}
+            hackathonEligible={isLoRAFrenziEligible}
             onComplete={(jobId, localJobId) => {
               console.log('HF Job submitted:', jobId, 'Local job ID:', localJobId);
               if (onHFJobComplete) {

ui/src/components/HFJobsWorkflow.tsx

@@ -475,7 +475,7 @@ export default function HFJobsWorkflow({ jobConfig, onComplete, hackathonEligibl
                 <Checkbox
                   label={
                     <span>
-                      Participating in the free FLUX.1 Kontext Dev Hackathon? If so, please join this
+                      Participating in LoRA Frenzi? If so, keep your training at 5,000 steps or fewer and join this
                       <a
                         href="https://huggingface.co/organizations/lora-training-frenzi/share/kEyyVNQXBPWqmARdwHFVdIiFqqONHZPOtz"
                         target="_blank"