Ship Assistent 0.13.0: real QLoRA pipeline and GGUF Ollama register.

Replace fake train loop with TRL SFTTrainer, HF column mapping with fiction preset,
safetensors to GGUF conversion, and ollama create using ollama_base plus ADAPTER.

Co-authored-by: Cursor <cursoragent@cursor.com>

AssistentTraining.cs

@@ -296,6 +296,7 @@ public partial class SwarmAssistentExtension
         {
             List<JObject> samples = Memory.ListTrainSamples(status, null, null, 5000);
             StringBuilder sb = new();
+            int exported = 0;
             foreach (JObject s in samples)
             {
                 JArray messages = s["messages"] as JArray ?? [];
@@ -303,6 +304,7 @@ public partial class SwarmAssistentExtension
                 {
                     continue;
                 }
+                exported++;
                 if (string.Equals(format, "sharegpt", StringComparison.OrdinalIgnoreCase))
                 {
                     JArray conv = [];
@@ -328,7 +330,7 @@ public partial class SwarmAssistentExtension
             }
             string path = Path.Combine(TrainingRoot(), "datasets", $"export_{DateTimeOffset.UtcNow.ToUnixTimeMilliseconds()}.jsonl");
             await File.WriteAllTextAsync(path, sb.ToString(), Encoding.UTF8);
-            return new JObject { ["success"] = true, ["path"] = path, ["count"] = samples.Count, ["content"] = sb.ToString() };
+            return new JObject { ["success"] = true, ["path"] = path, ["count"] = exported, ["content"] = sb.ToString() };
         }
         catch (Exception ex)
         {
@@ -416,11 +418,18 @@ public partial class SwarmAssistentExtension
     {
         await Task.CompletedTask;
         JObject job = string.IsNullOrWhiteSpace(id) ? Memory.GetActiveTrainJob() : Memory.GetTrainJob(id);
+        if (job is not null && TrainingJobManager.IsRunning && string.Equals(job["id"]?.ToString(), TrainingJobManager.CurrentJobId, StringComparison.OrdinalIgnoreCase))
+        {
+            JObject live = TrainingJobManager.GetProgress();
+            job["progress_json"] = live.ToString(Newtonsoft.Json.Formatting.None);
+            job["status"] = live["status"]?.ToString() ?? job["status"];
+        }
         return new JObject
         {
             ["success"] = true,
             ["job"] = job,
             ["training_active"] = TrainingJobManager.IsRunning,
+            ["progress"] = TrainingJobManager.IsRunning ? TrainingJobManager.GetProgress() : null,
         };
     }