add some logs for david

## Motivation

failed again for kimi on a machine that had never downloaded it.

## Test Plan

### Manual Testing
it worked this time

bench/exo_bench.py

@@ -75,7 +75,7 @@ def load_tokenizer_for_bench(model_id: str) -> Any:
         model_path = Path(
             snapshot_download(
                 model_id,
-                allow_patterns=["*.json", "*.py", "*.tiktoken"],
+                allow_patterns=["*.json", "*.py", "*.tiktoken", "*.model"],
             )
         )
 

dashboard/src/routes/downloads/+page.svelte

@@ -412,7 +412,7 @@
                   <div>{col.label}</div>
                   {#if col.diskAvailable != null}
                     <div
-                      class="text-[9px] text-exo-light-gray/60 normal-case tracking-normal mt-0.5"
+                      class="text-[9px] text-white/70 normal-case tracking-normal mt-0.5"
                     >
                       {formatBytes(col.diskAvailable)} free
                     </div>
@@ -436,7 +436,7 @@
                       </div>
                       {#if row.prettyName}
                         <div
-                          class="text-[10px] text-exo-light-gray/60"
+                          class="text-[10px] text-white/60"
                           title={row.modelId}
                         >
                           {row.modelId}
@@ -450,7 +450,7 @@
                       title="View model details"
                     >
                       <svg
-                        class="w-4 h-4 text-white/30 hover:text-white/60"
+                        class="w-4 h-4 text-white/60 hover:text-white/80"
                         viewBox="0 0 24 24"
                         fill="currentColor"
                       >
@@ -469,11 +469,11 @@
                   <td class="px-4 py-3 text-center align-middle">
                     {#if cell.kind === "completed"}
                       <div
-                        class="flex flex-col items-center gap-0.5"
+                        class="flex flex-col items-center gap-1"
                         title="Completed ({formatBytes(cell.totalBytes)})"
                       >
                         <svg
-                          class="w-5 h-5 text-green-400"
+                          class="w-7 h-7 text-green-400"
                           viewBox="0 0 20 20"
                           fill="currentColor"
                         >
@@ -483,18 +483,18 @@
                             clip-rule="evenodd"
                           ></path>
                         </svg>
-                        <span class="text-[10px] text-exo-light-gray/70"
+                        <span class="text-xs text-white/70"
                           >{formatBytes(cell.totalBytes)}</span
                         >
                         <button
                           type="button"
-                          class="text-exo-light-gray/40 hover:text-red-400 transition-colors mt-0.5"
+                          class="text-white/50 hover:text-red-400 transition-colors mt-0.5 cursor-pointer"
                           onclick={() =>
                             deleteDownload(col.nodeId, row.modelId)}
                           title="Delete from this node"
                         >
                           <svg
-                            class="w-3.5 h-3.5"
+                            class="w-5 h-5"
                             viewBox="0 0 20 20"
                             fill="none"
                             stroke="currentColor"
@@ -517,11 +517,11 @@
                           cell.speed,
                         )} - ETA {formatEta(cell.etaMs)}"
                       >
-                        <span class="text-exo-yellow text-xs font-medium"
+                        <span class="text-exo-yellow text-sm font-medium"
                           >{clampPercent(cell.percentage).toFixed(1)}%</span
                         >
                         <div
-                          class="w-14 h-1.5 bg-exo-black/60 rounded-sm overflow-hidden"
+                          class="w-16 h-2 bg-exo-black/60 rounded-sm overflow-hidden"
                         >
                           <div
                             class="h-full bg-gradient-to-r from-exo-yellow to-exo-yellow/70 transition-all duration-300"
@@ -530,25 +530,25 @@
                             ).toFixed(1)}%"
                           ></div>
                         </div>
-                        <span class="text-[9px] text-exo-light-gray/60"
+                        <span class="text-[10px] text-white/70"
                           >{formatSpeed(cell.speed)}</span
                         >
                       </div>
                     {:else if cell.kind === "pending"}
                       <div
-                        class="flex flex-col items-center gap-0.5"
+                        class="flex flex-col items-center gap-1"
                         title={cell.downloaded > 0
-                          ? `${formatBytes(cell.downloaded)} / ${formatBytes(cell.total)} downloaded`
+                          ? `${formatBytes(cell.downloaded)} / ${formatBytes(cell.total)} downloaded (paused)`
                           : "Download pending"}
                       >
                         {#if cell.downloaded > 0 && cell.total > 0}
-                          <span class="text-exo-light-gray/70 text-[10px]"
+                          <span class="text-white/70 text-xs"
                             >{formatBytes(cell.downloaded)} / {formatBytes(
                               cell.total,
                             )}</span
                           >
                           <div
-                            class="w-full h-1 bg-white/10 rounded-full overflow-hidden"
+                            class="w-full h-1.5 bg-white/10 rounded-full overflow-hidden"
                           >
                             <div
                               class="h-full bg-exo-light-gray/40 rounded-full"
@@ -558,21 +558,65 @@
                               ).toFixed(1)}%"
                             ></div>
                           </div>
-                          <span class="text-exo-light-gray/40 text-[9px]"
-                            >paused</span
+                          {#if row.shardMetadata}
+                            <button
+                              type="button"
+                              class="text-white/50 hover:text-exo-yellow transition-colors cursor-pointer"
+                              onclick={() =>
+                                startDownload(col.nodeId, row.shardMetadata!)}
+                              title="Resume download on this node"
+                            >
+                              <svg
+                                class="w-5 h-5"
+                                viewBox="0 0 20 20"
+                                fill="none"
+                                stroke="currentColor"
+                                stroke-width="2"
+                              >
+                                <path
+                                  d="M10 3v10m0 0l-3-3m3 3l3-3M3 17h14"
+                                  stroke-linecap="round"
+                                  stroke-linejoin="round"
+                                ></path>
+                              </svg>
+                            </button>
+                          {:else}
+                            <span class="text-white/50 text-[10px]">paused</span
+                            >
+                          {/if}
+                        {:else if row.shardMetadata}
+                          <button
+                            type="button"
+                            class="text-white/50 hover:text-exo-yellow transition-colors cursor-pointer"
+                            onclick={() =>
+                              startDownload(col.nodeId, row.shardMetadata!)}
+                            title="Start download on this node"
                           >
+                            <svg
+                              class="w-6 h-6"
+                              viewBox="0 0 20 20"
+                              fill="none"
+                              stroke="currentColor"
+                              stroke-width="2"
+                            >
+                              <path
+                                d="M10 3v10m0 0l-3-3m3 3l3-3M3 17h14"
+                                stroke-linecap="round"
+                                stroke-linejoin="round"
+                              ></path>
+                            </svg>
+                          </button>
                         {:else}
-                          <span class="text-exo-light-gray/50 text-sm">...</span
-                          >
+                          <span class="text-white/40 text-sm">...</span>
                         {/if}
                       </div>
                     {:else if cell.kind === "failed"}
                       <div
-                        class="flex flex-col items-center gap-0.5"
+                        class="flex flex-col items-center gap-1"
                         title="Download failed"
                       >
                         <svg
-                          class="w-5 h-5 text-red-400"
+                          class="w-7 h-7 text-red-400"
                           viewBox="0 0 20 20"
                           fill="currentColor"
                         >
@@ -585,13 +629,13 @@
                         {#if row.shardMetadata}
                           <button
                             type="button"
-                            class="text-exo-light-gray/40 hover:text-exo-yellow transition-colors"
+                            class="text-white/50 hover:text-exo-yellow transition-colors cursor-pointer"
                             onclick={() =>
                               startDownload(col.nodeId, row.shardMetadata!)}
                             title="Retry download on this node"
                           >
                             <svg
-                              class="w-3.5 h-3.5"
+                              class="w-5 h-5"
                               viewBox="0 0 20 20"
                               fill="none"
                               stroke="currentColor"
@@ -617,13 +661,13 @@
                         {#if row.shardMetadata}
                           <button
                             type="button"
-                            class="text-exo-light-gray/30 hover:text-exo-yellow transition-colors mt-0.5 opacity-0 group-hover:opacity-100"
+                            class="text-white/50 hover:text-exo-yellow transition-colors mt-0.5 opacity-0 group-hover:opacity-100 cursor-pointer"
                             onclick={() =>
                               startDownload(col.nodeId, row.shardMetadata!)}
                             title="Download to this node"
                           >
                             <svg
-                              class="w-3.5 h-3.5"
+                              class="w-5 h-5"
                               viewBox="0 0 20 20"
                               fill="none"
                               stroke="currentColor"

src/exo/download/download_utils.py

@@ -823,6 +823,7 @@ async def download_shard(
 
     for file in filtered_file_list:
         downloaded_bytes = await get_downloaded_size(target_dir / file.path)
+        final_file_exists = await aios.path.exists(target_dir / file.path)
         file_progress[file.path] = RepoFileDownloadProgress(
             repo_id=shard.model_card.model_id,
             repo_revision=revision,
@@ -832,7 +833,9 @@ async def download_shard(
             total=Memory.from_bytes(file.size or 0),
             speed=0,
             eta=timedelta(0),
-            status="complete" if downloaded_bytes == file.size else "not_started",
+            status="complete"
+            if final_file_exists and downloaded_bytes == file.size
+            else "not_started",
             start_time=time.time(),
         )
 

src/exo/main.py

@@ -252,7 +252,7 @@ def main():
     target = min(max(soft, 65535), hard)
     resource.setrlimit(resource.RLIMIT_NOFILE, (target, hard))
 
-    mp.set_start_method("spawn")
+    mp.set_start_method("spawn", force=True)
     # TODO: Refactor the current verbosity system
     logger_setup(EXO_LOG, args.verbosity)
     logger.info("Starting EXO")

src/exo/master/api.py

@@ -168,12 +168,7 @@ from exo.shared.types.openai_responses import (
 )
 from exo.shared.types.state import State
 from exo.shared.types.worker.downloads import DownloadCompleted
-from exo.shared.types.worker.instances import (
-    Instance,
-    InstanceId,
-    InstanceMeta,
-    MlxJacclInstance,
-)
+from exo.shared.types.worker.instances import Instance, InstanceId, InstanceMeta
 from exo.shared.types.worker.shards import Sharding
 from exo.utils.banner import print_startup_banner
 from exo.utils.channels import Receiver, Sender, channel
@@ -518,14 +513,6 @@ class API:
             shard_assignments = instance.shard_assignments
             placement_node_ids = list(shard_assignments.node_to_runner.keys())
 
-            # Derive instance_meta from the actual instance type, since
-            # place_instance() may override it (e.g., single-node → MlxRing)
-            actual_instance_meta = (
-                InstanceMeta.MlxJaccl
-                if isinstance(instance, MlxJacclInstance)
-                else InstanceMeta.MlxRing
-            )
-
             memory_delta_by_node: dict[str, int] = {}
             if placement_node_ids:
                 total_bytes = model_card.storage_size.in_bytes
@@ -538,14 +525,14 @@ class API:
             if (
                 model_card.model_id,
                 sharding,
-                actual_instance_meta,
+                instance_meta,
                 len(placement_node_ids),
             ) not in seen:
                 previews.append(
                     PlacementPreview(
                         model_id=model_card.model_id,
                         sharding=sharding,
-                        instance_meta=actual_instance_meta,
+                        instance_meta=instance_meta,
                         instance=instance,
                         memory_delta_by_node=memory_delta_by_node or None,
                         error=None,
@@ -555,7 +542,7 @@ class API:
                 (
                     model_card.model_id,
                     sharding,
-                    actual_instance_meta,
+                    instance_meta,
                     len(placement_node_ids),
                 )
             )

src/exo/master/tests/test_placement.py

@@ -14,10 +14,12 @@ from exo.shared.models.model_cards import ModelCard, ModelId, ModelTask
 from exo.shared.topology import Topology
 from exo.shared.types.commands import PlaceInstance
 from exo.shared.types.common import CommandId, NodeId
-from exo.shared.types.events import InstanceCreated, InstanceDeleted
+from exo.shared.types.events import InstanceCreated, InstanceDeleted, TaskStatusUpdated
 from exo.shared.types.memory import Memory
 from exo.shared.types.multiaddr import Multiaddr
 from exo.shared.types.profiling import NetworkInterfaceInfo, NodeNetworkInfo
+from exo.shared.types.tasks import TaskId, TaskStatus, TextGeneration
+from exo.shared.types.text_generation import InputMessage, TextGenerationTaskParams
 from exo.shared.types.topology import Connection, SocketConnection
 from exo.shared.types.worker.instances import (
     Instance,
@@ -456,3 +458,117 @@ def test_tensor_rdma_backend_connectivity_matrix(
         else:
             ip_part = coordinator.split(":")[0]
             assert len(ip_part.split(".")) == 4
+
+
+def _make_task(
+    instance_id: InstanceId,
+    status: TaskStatus = TaskStatus.Running,
+) -> TextGeneration:
+    return TextGeneration(
+        task_id=TaskId(),
+        task_status=status,
+        instance_id=instance_id,
+        command_id=CommandId(),
+        task_params=TextGenerationTaskParams(
+            model=ModelId("test-model"),
+            input=[InputMessage(role="user", content="hello")],
+        ),
+    )
+
+
+def test_get_transition_events_delete_instance_cancels_running_tasks(
+    instance: Instance,
+):
+    # arrange
+    instance_id = InstanceId()
+    current_instances: dict[InstanceId, Instance] = {instance_id: instance}
+    target_instances: dict[InstanceId, Instance] = {}
+    task = _make_task(instance_id, TaskStatus.Running)
+    tasks = {task.task_id: task}
+
+    # act
+    events = get_transition_events(current_instances, target_instances, tasks)
+
+    # assert – cancellation event should come before the deletion event
+    assert len(events) == 2
+    assert isinstance(events[0], TaskStatusUpdated)
+    assert events[0].task_id == task.task_id
+    assert events[0].task_status == TaskStatus.Cancelled
+    assert isinstance(events[1], InstanceDeleted)
+    assert events[1].instance_id == instance_id
+
+
+def test_get_transition_events_delete_instance_cancels_pending_tasks(
+    instance: Instance,
+):
+    # arrange
+    instance_id = InstanceId()
+    current_instances: dict[InstanceId, Instance] = {instance_id: instance}
+    target_instances: dict[InstanceId, Instance] = {}
+    task = _make_task(instance_id, TaskStatus.Pending)
+    tasks = {task.task_id: task}
+
+    # act
+    events = get_transition_events(current_instances, target_instances, tasks)
+
+    # assert
+    assert len(events) == 2
+    assert isinstance(events[0], TaskStatusUpdated)
+    assert events[0].task_id == task.task_id
+    assert events[0].task_status == TaskStatus.Cancelled
+    assert isinstance(events[1], InstanceDeleted)
+
+
+def test_get_transition_events_delete_instance_ignores_completed_tasks(
+    instance: Instance,
+):
+    # arrange
+    instance_id = InstanceId()
+    current_instances: dict[InstanceId, Instance] = {instance_id: instance}
+    target_instances: dict[InstanceId, Instance] = {}
+    tasks = {
+        t.task_id: t
+        for t in [
+            _make_task(instance_id, TaskStatus.Complete),
+            _make_task(instance_id, TaskStatus.Failed),
+            _make_task(instance_id, TaskStatus.TimedOut),
+            _make_task(instance_id, TaskStatus.Cancelled),
+        ]
+    }
+
+    # act
+    events = get_transition_events(current_instances, target_instances, tasks)
+
+    # assert – only the InstanceDeleted event, no cancellations
+    assert len(events) == 1
+    assert isinstance(events[0], InstanceDeleted)
+
+
+def test_get_transition_events_delete_instance_cancels_only_matching_tasks(
+    instance: Instance,
+):
+    # arrange
+    instance_id_a = InstanceId()
+    instance_id_b = InstanceId()
+    current_instances: dict[InstanceId, Instance] = {
+        instance_id_a: instance,
+        instance_id_b: instance,
+    }
+    # only delete instance A, keep instance B
+    target_instances: dict[InstanceId, Instance] = {instance_id_b: instance}
+
+    task_a = _make_task(instance_id_a, TaskStatus.Running)
+    task_b = _make_task(instance_id_b, TaskStatus.Running)
+    tasks = {task_a.task_id: task_a, task_b.task_id: task_b}
+
+    # act
+    events = get_transition_events(current_instances, target_instances, tasks)
+
+    # assert – only task_a should be cancelled
+    cancel_events = [e for e in events if isinstance(e, TaskStatusUpdated)]
+    delete_events = [e for e in events if isinstance(e, InstanceDeleted)]
+    assert len(cancel_events) == 1
+    assert cancel_events[0].task_id == task_a.task_id
+    assert cancel_events[0].task_status == TaskStatus.Cancelled
+    assert len(delete_events) == 1
+    assert delete_events[0].instance_id == instance_id_a

src/exo/shared/models/model_cards.py

@@ -90,6 +90,7 @@ class ModelCard(CamelCaseModel):
     base_model: str = ""
     capabilities: list[str] = []
     uses_cfg: bool = False
+    trust_remote_code: bool = True
 
     @field_validator("tasks", mode="before")
     @classmethod
@@ -137,6 +138,7 @@ class ModelCard(CamelCaseModel):
             hidden_size=config_data.hidden_size or 0,
             supports_tensor=config_data.supports_tensor,
             tasks=[ModelTask.TextGeneration],
+            trust_remote_code=False,
         )
         await mc.save_to_custom_dir()
         _card_cache[model_id] = mc

src/exo/worker/engines/mlx/auto_parallel.py

@@ -620,6 +620,34 @@ class DeepSeekShardingStrategy(TensorParallelShardingStrategy):
             if on_layer_loaded is not None:
                 on_layer_loaded(i, total)
 
+            def log_info(stuff: nn.Module, name: str):
+                logger.info(f"Info for {name}:")
+
+                weights = stuff.weight
+                logger.info(f"Weights: {weights.shape} {weights.dtype}")
+
+                if hasattr(stuff, "scales"):
+                    scales = stuff.scales
+                    logger.info(f"Scales: {scales.shape} {scales.dtype}")
+                else:
+                    logger.info("Scales: None")
+
+                if hasattr(stuff, "biases"):
+                    biases = stuff.biases
+                    logger.info(f"Biases: {biases.shape} {biases.dtype}")
+                else:
+                    logger.info("Biases: None")
+
+            if i == 9:
+                if getattr(layer.mlp, "shared_experts", None) is not None:
+                    log_info(
+                        layer.mlp.shared_experts.down_proj, "Shared experts Down Proj"
+                    )
+
+                log_info(layer.mlp.switch_mlp.gate_proj, "Switch MLP Gate Proj")
+
+                log_info(layer.self_attn.o_proj, "Self Attn O_proj")
+
         return model
 
 
@@ -852,6 +880,8 @@ class QwenShardingStrategy(TensorParallelShardingStrategy):
                 layer.self_attn.o_proj = self.sharded_to_all_linear(
                     layer.self_attn.o_proj
                 )
+                layer.self_attn.n_heads //= self.N
+                layer.self_attn.n_kv_heads //= self.N
             else:
                 assert isinstance(layer, Qwen3NextDecoderLayer)
                 if hasattr(layer, "linear_attn"):

src/exo/worker/engines/mlx/utils_mlx.py

@@ -23,9 +23,7 @@ from mlx_lm.models.deepseek_v3 import DeepseekV3Model
 from mlx_lm.tokenizer_utils import TokenizerWrapper
 
 from exo.shared.models.model_cards import ModelId
-from exo.worker.engines.mlx.constants import (
-    TRUST_REMOTE_CODE,
-)
+from exo.worker.engines.mlx.constants import TRUST_REMOTE_CODE
 
 try:
     from mlx_lm.tokenizer_utils import load_tokenizer
@@ -293,7 +291,11 @@ def shard_and_load(
 
 def get_tokenizer(model_path: Path, shard_metadata: ShardMetadata) -> TokenizerWrapper:
     """Load tokenizer for a model shard. Delegates to load_tokenizer_for_model_id."""
-    return load_tokenizer_for_model_id(shard_metadata.model_card.model_id, model_path)
+    return load_tokenizer_for_model_id(
+        shard_metadata.model_card.model_id,
+        model_path,
+        trust_remote_code=shard_metadata.model_card.trust_remote_code,
+    )
 
 
 def get_eos_token_ids_for_model(model_id: ModelId) -> list[int] | None:
@@ -325,7 +327,7 @@ def get_eos_token_ids_for_model(model_id: ModelId) -> list[int] | None:
 
 
 def load_tokenizer_for_model_id(
-    model_id: ModelId, model_path: Path
+    model_id: ModelId, model_path: Path, *, trust_remote_code: bool = TRUST_REMOTE_CODE
 ) -> TokenizerWrapper:
     """
     Load tokenizer for a model given its ID and local path.
@@ -394,7 +396,7 @@ def load_tokenizer_for_model_id(
 
     tokenizer = load_tokenizer(
         model_path,
-        tokenizer_config_extra={"trust_remote_code": TRUST_REMOTE_CODE},
+        tokenizer_config_extra={"trust_remote_code": trust_remote_code},
         eos_token_ids=eos_token_ids,
     )
 

src/exo/worker/runner/runner_supervisor.py

@@ -106,13 +106,18 @@ class RunnerSupervisor:
     def shutdown(self):
         logger.info("Runner supervisor shutting down")
         self._tg.cancel_tasks()
-        self._ev_recv.close()
-        self._task_sender.close()
         if not self._cancel_watch_runner.cancel_called:
             self._cancel_watch_runner.cancel()
+        with contextlib.suppress(ClosedResourceError):
+            self._ev_recv.close()
+        with contextlib.suppress(ClosedResourceError):
+            self._task_sender.close()
+        with contextlib.suppress(ClosedResourceError):
+            self._event_sender.close()
         with contextlib.suppress(ClosedResourceError):
             self._cancel_sender.send(TaskId("CANCEL_CURRENT_TASK"))
-        self._cancel_sender.close()
+        with contextlib.suppress(ClosedResourceError):
+            self._cancel_sender.close()
         self.runner_process.join(5)
         if not self.runner_process.is_alive():
             logger.info("Runner process succesfully terminated")

tmp/test_trust_remote_code_attack.sh

@@ -0,0 +1,125 @@
+#!/usr/bin/env bash
+# Test that models added via API get trust_remote_code=false
+# Run this against a running exo instance.
+# Usage: ./test_trust_remote_code_attack.sh [host:port]
+
+set -uo pipefail
+
+HOST="${1:-localhost:52415}"
+MODEL_ID="KevTheHermit/security-testing"
+CUSTOM_CARDS_DIR="$HOME/.exo/custom_model_cards"
+CARD_FILE="$CUSTOM_CARDS_DIR/KevTheHermit--security-testing.toml"
+
+echo "=== Test: trust_remote_code attack via API ==="
+echo "Target: $HOST"
+echo ""
+
+# Clean up RCE proof from previous runs
+rm -f /tmp/exo-rce-proof.txt
+
+# Step 0: Clean up any stale card from previous runs
+if [ -f "$CARD_FILE" ]; then
+  echo "[0] Removing stale card from previous run ..."
+  curl -s -X DELETE \
+    "http://$HOST/models/custom/$(python3 -c 'import urllib.parse; print(urllib.parse.quote("'"$MODEL_ID"'", safe=""))')" >/dev/null
+  rm -f "$CARD_FILE"
+  echo "    Done"
+  echo ""
+fi
+
+# Step 1: Add the malicious model via API
+echo "[1] Adding model via POST /models/add ..."
+ADD_RESPONSE=$(curl -s -w "\n%{http_code}" -X POST "http://$HOST/models/add" \
+  -H "Content-Type: application/json" \
+  -d "{\"model_id\":\"$MODEL_ID\"}")
+HTTP_CODE=$(echo "$ADD_RESPONSE" | tail -1)
+BODY=$(echo "$ADD_RESPONSE" | sed '$d')
+echo "    HTTP $HTTP_CODE"
+
+if [ "$HTTP_CODE" -ge 400 ]; then
+  echo "    Model add failed (HTTP $HTTP_CODE) — that's fine if model doesn't exist on HF."
+  echo "    Response: $BODY"
+  echo ""
+  echo "RESULT: Model was rejected at add time. Attack blocked."
+  exit 0
+fi
+
+# Step 2: Verify the saved TOML has trust_remote_code = false
+echo ""
+echo "[2] Checking saved model card TOML ..."
+if [ ! -f "$CARD_FILE" ]; then
+  echo "    FAIL: Card file not found at $CARD_FILE"
+  exit 1
+fi
+
+if grep -q 'trust_remote_code = false' "$CARD_FILE"; then
+  echo "    SAFE: trust_remote_code = false (fix is active)"
+else
+  echo "    VULNERABLE: trust_remote_code is not false — remote code WILL be trusted"
+fi
+echo "    Contents:"
+cat "$CARD_FILE"
+
+# Step 3: Place the instance
+echo ""
+echo "[3] Attempting POST /place_instance ..."
+PLACE_RESPONSE=$(curl -s -w "\n%{http_code}" -X POST "http://$HOST/place_instance" \
+  -H "Content-Type: application/json" \
+  -d "{\"model_id\":\"$MODEL_ID\"}")
+PLACE_CODE=$(echo "$PLACE_RESPONSE" | tail -1)
+PLACE_BODY=$(echo "$PLACE_RESPONSE" | sed '$d')
+echo "    HTTP $PLACE_CODE"
+echo "    Response: $PLACE_BODY"
+
+# Step 3b: Send a chat completion to actually trigger tokenizer loading
+echo ""
+echo "[3b] Sending chat completion to trigger tokenizer load ..."
+CHAT_RESPONSE=$(curl -s -w "\n%{http_code}" --max-time 30 -X POST "http://$HOST/v1/chat/completions" \
+  -H "Content-Type: application/json" \
+  -d "{\"model\":\"$MODEL_ID\",\"messages\":[{\"role\":\"user\",\"content\":\"hello\"}],\"max_tokens\":1}")
+CHAT_CODE=$(echo "$CHAT_RESPONSE" | tail -1)
+CHAT_BODY=$(echo "$CHAT_RESPONSE" | sed '$d')
+echo "    HTTP $CHAT_CODE"
+echo "    Response: $CHAT_BODY"
+echo ""
+echo "[3c] Checking for RCE proof ..."
+sleep 5
+if [ -f /tmp/exo-rce-proof.txt ]; then
+  echo "    VULNERABLE: Remote code executed!"
+  echo "    Contents:"
+  cat /tmp/exo-rce-proof.txt
+else
+  echo "    SAFE: /tmp/exo-rce-proof.txt does not exist — remote code was NOT executed"
+fi
+
+# Step 4: Clean up — delete instance and custom model
+echo ""
+echo "[4] Cleaning up ..."
+
+# Find and delete any instance for this model
+INSTANCE_ID=$(curl -s "http://$HOST/state" | python3 -c "
+import sys, json
+state = json.load(sys.stdin)
+for iid, wrapper in state.get('instances', {}).items():
+    for tag, inst in wrapper.items():
+        sa = inst.get('shardAssignments', {})
+        if sa.get('modelId', '') == '$MODEL_ID':
+            print(iid)
+            sys.exit(0)
+" 2>/dev/null || true)
+
+if [ -n "$INSTANCE_ID" ]; then
+  echo "    Deleting instance $INSTANCE_ID ..."
+  curl -s -X DELETE "http://$HOST/instance/$INSTANCE_ID" >/dev/null
+  echo "    Done"
+else
+  echo "    No instance found to delete"
+fi
+
+echo "    Deleting custom model card ..."
+curl -s -X DELETE \
+  "http://$HOST/models/custom/$(python3 -c 'import urllib.parse; print(urllib.parse.quote("'"$MODEL_ID"'", safe=""))')" >/dev/null
+echo "    Done"
+
+echo ""
+echo "=== DONE ==="