diff --git a/audit/internal/platform/nvidia_stress.go b/audit/internal/platform/nvidia_stress.go
index bcaea2a..62bc0c5 100644
--- a/audit/internal/platform/nvidia_stress.go
+++ b/audit/internal/platform/nvidia_stress.go
@@ -16,7 +16,7 @@ func (s *System) RunNvidiaStressPack(ctx context.Context, baseDir string, opts N
 		return "", err
 	}
 
-	return runAcceptancePackCtx(ctx, baseDir, "gpu-nvidia-stress", []satJob{
+	return runAcceptancePackCtx(ctx, baseDir, nvidiaStressArchivePrefix(opts.Loader), []satJob{
 		{name: "01-nvidia-smi-q.log", cmd: []string{"nvidia-smi", "-q"}},
 		{name: "02-nvidia-smi-list.log", cmd: []string{"nvidia-smi", "-L"}},
 		job,
@@ -24,6 +24,17 @@ func (s *System) RunNvidiaStressPack(ctx context.Context, baseDir string, opts N
 	}, logFunc)
 }
 
+func nvidiaStressArchivePrefix(loader string) string {
+	switch strings.TrimSpace(strings.ToLower(loader)) {
+	case NvidiaStressLoaderJohn:
+		return "gpu-nvidia-john"
+	case NvidiaStressLoaderNCCL:
+		return "gpu-nvidia-nccl"
+	default:
+		return "gpu-nvidia-burn"
+	}
+}
+
 func buildNvidiaStressJob(opts NvidiaStressOptions) (satJob, error) {
 	selected, err := resolveNvidiaGPUSelection(opts.GPUIndices, opts.ExcludeGPUIndices)
 	if err != nil {
diff --git a/audit/internal/platform/sat_test.go b/audit/internal/platform/sat_test.go
index 0f77523..6d6df7b 100644
--- a/audit/internal/platform/sat_test.go
+++ b/audit/internal/platform/sat_test.go
@@ -162,6 +162,25 @@ func TestBuildNvidiaStressJobUsesNCCLLoader(t *testing.T) {
 	}
 }
 
+func TestNvidiaStressArchivePrefixByLoader(t *testing.T) {
+	t.Parallel()
+
+	tests := []struct {
+		loader string
+		want   string
+	}{
+		{loader: NvidiaStressLoaderBuiltin, want: "gpu-nvidia-burn"},
+		{loader: NvidiaStressLoaderJohn, want: "gpu-nvidia-john"},
+		{loader: NvidiaStressLoaderNCCL, want: "gpu-nvidia-nccl"},
+		{loader: "", want: "gpu-nvidia-burn"},
+	}
+	for _, tt := range tests {
+		if got := nvidiaStressArchivePrefix(tt.loader); got != tt.want {
+			t.Fatalf("loader=%q prefix=%q want %q", tt.loader, got, tt.want)
+		}
+	}
+}
+
 func TestEnvIntFallback(t *testing.T) {
 	os.Unsetenv("BEE_MEMTESTER_SIZE_MB")
 	if got := envInt("BEE_MEMTESTER_SIZE_MB", 123); got != 123 {
diff --git a/audit/internal/webui/api.go b/audit/internal/webui/api.go
index fe66958..dd2e19e 100644
--- a/audit/internal/webui/api.go
+++ b/audit/internal/webui/api.go
@@ -183,15 +183,7 @@ func (h *handler) handleAPISATRun(target string) http.HandlerFunc {
 			_ = json.NewDecoder(r.Body).Decode(&body)
 		}
 
-		name := taskNames[target]
-		if body.Profile != "" {
-			if n, ok := burnNames[target]; ok {
-				name = n
-			}
-		}
-		if name == "" {
-			name = target
-		}
+		name := taskDisplayName(target, body.Profile, body.Loader)
 		t := &Task{
 			ID:        newJobID("sat-" + target),
 			Name:      name,
diff --git a/audit/internal/webui/tasks.go b/audit/internal/webui/tasks.go
index 692f6e2..4f8cebc 100644
--- a/audit/internal/webui/tasks.go
+++ b/audit/internal/webui/tasks.go
@@ -8,6 +8,7 @@ import (
 	"os"
 	"path/filepath"
 	"sort"
+	"strings"
 	"sync"
 	"time"
 
@@ -51,6 +52,33 @@ var burnNames = map[string]string{
 	"amd":    "AMD GPU Burn-in",
 }
 
+func nvidiaStressTaskName(loader string) string {
+	switch strings.TrimSpace(strings.ToLower(loader)) {
+	case platform.NvidiaStressLoaderJohn:
+		return "NVIDIA GPU Stress (John/OpenCL)"
+	case platform.NvidiaStressLoaderNCCL:
+		return "NVIDIA GPU Stress (NCCL)"
+	default:
+		return "NVIDIA GPU Stress (bee-gpu-burn)"
+	}
+}
+
+func taskDisplayName(target, profile, loader string) string {
+	name := taskNames[target]
+	if profile != "" {
+		if n, ok := burnNames[target]; ok {
+			name = n
+		}
+	}
+	if target == "nvidia-stress" {
+		name = nvidiaStressTaskName(loader)
+	}
+	if name == "" {
+		name = target
+	}
+	return name
+}
+
 // Task represents one unit of work in the queue.
 type Task struct {
 	ID        string     `json:"id"`
diff --git a/audit/internal/webui/tasks_test.go b/audit/internal/webui/tasks_test.go
index b3ca986..e9a085a 100644
--- a/audit/internal/webui/tasks_test.go
+++ b/audit/internal/webui/tasks_test.go
@@ -95,6 +95,23 @@ func TestResolveBurnPreset(t *testing.T) {
 	}
 }
 
+func TestTaskDisplayNameUsesNvidiaStressLoader(t *testing.T) {
+	tests := []struct {
+		loader string
+		want   string
+	}{
+		{loader: "", want: "NVIDIA GPU Stress (bee-gpu-burn)"},
+		{loader: "builtin", want: "NVIDIA GPU Stress (bee-gpu-burn)"},
+		{loader: "john", want: "NVIDIA GPU Stress (John/OpenCL)"},
+		{loader: "nccl", want: "NVIDIA GPU Stress (NCCL)"},
+	}
+	for _, tc := range tests {
+		if got := taskDisplayName("nvidia-stress", "acceptance", tc.loader); got != tc.want {
+			t.Fatalf("taskDisplayName(loader=%q)=%q want %q", tc.loader, got, tc.want)
+		}
+	}
+}
+
 func TestRunTaskHonorsCancel(t *testing.T) {
 	t.Parallel()
 
diff --git a/iso/overlay/usr/local/bin/bee-john-gpu-stress b/iso/overlay/usr/local/bin/bee-john-gpu-stress
index 66aa778..9960ee2 100644
--- a/iso/overlay/usr/local/bin/bee-john-gpu-stress
+++ b/iso/overlay/usr/local/bin/bee-john-gpu-stress
@@ -7,6 +7,8 @@ EXCLUDE=""
 FORMAT=""
 JOHN_DIR="/usr/local/lib/bee/john/run"
 JOHN_BIN="${JOHN_DIR}/john"
+export OCL_ICD_VENDORS="/etc/OpenCL/vendors"
+export LD_LIBRARY_PATH="/usr/lib:/usr/local/lib${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}"
 
 usage() {
     echo "usage: $0 [--seconds N] [--devices 0,1] [--exclude 2,3] [--format name]" >&2
@@ -24,6 +26,21 @@ contains_csv() {
 }
 
 show_opencl_diagnostics() {
+    echo "-- OpenCL ICD vendors --" >&2
+    if [ -d /etc/OpenCL/vendors ]; then
+        ls -l /etc/OpenCL/vendors >&2 || true
+        for icd in /etc/OpenCL/vendors/*.icd; do
+            [ -f "${icd}" ] || continue
+            echo "  file: ${icd}" >&2
+            sed 's/^/    /' "${icd}" >&2 || true
+        done
+    else
+        echo "  /etc/OpenCL/vendors is missing" >&2
+    fi
+    echo "-- NVIDIA device nodes --" >&2
+    ls -l /dev/nvidia* >&2 || true
+    echo "-- ldconfig OpenCL/NVIDIA --" >&2
+    ldconfig -p 2>/dev/null | grep 'libOpenCL\|libcuda\|libnvidia-opencl' >&2 || true
     if command -v clinfo >/dev/null 2>&1; then
         echo "-- clinfo -l --" >&2
         clinfo -l >&2 || true
@@ -32,6 +49,17 @@ show_opencl_diagnostics() {
     ./john --list=opencl-devices >&2 || true
 }
 
+refresh_nvidia_runtime() {
+    if [ "$(id -u)" != "0" ]; then
+        return 1
+    fi
+    if command -v bee-nvidia-load >/dev/null 2>&1; then
+        bee-nvidia-load >/dev/null 2>&1 || true
+    fi
+    ldconfig >/dev/null 2>&1 || true
+    return 0
+}
+
 ensure_nvidia_uvm() {
     if lsmod 2>/dev/null | grep -q '^nvidia_uvm '; then
         return 0
@@ -61,6 +89,13 @@ ensure_opencl_ready() {
         return 0
     fi
 
+    if refresh_nvidia_runtime; then
+        out=$(./john --list=opencl-devices 2>&1 || true)
+        if echo "${out}" | grep -q "Device #"; then
+            return 0
+        fi
+    fi
+
     if ensure_nvidia_uvm; then
         out=$(./john --list=opencl-devices 2>&1 || true)
         if echo "${out}" | grep -q "Device #"; then