v0.8.1:0 - delete model weights from disk via card trash icon

Each model card now shows whether its weights are present on disk
(with GB size) or not yet downloaded. When present and the model
isn't currently loaded, a trash icon appears; clicking it pops a
confirmation showing exactly how many GB will be freed and on
which Spark(s), then runs rm -rf on the HF cache directory via SSH.

Cluster-mode models are removed from both Sparks; solo-mode from
Spark 1 only. Safety rails: refuses to delete the currently-loaded
model, refuses during an in-flight swap or download, and the
catalog entry stays intact so it can be re-downloaded anytime.

Backend:
  - new image/app/disk.py: probe_disk + delete_from_disk over SSH
  - GET  /api/models/disk-status — parallel probe across all catalog models
  - DELETE /api/models/{key}/disk — guarded rm -rf, logs to connectivity events

Frontend:
  - on-disk / not-downloaded pills on every card
  - trash icon-btn in card-actions row (hidden when not on disk)
  - confirmation dialog showing per-host bytes-to-free
  - disk-status re-checked every 60s

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

image/app/deep_health.py

@@ -173,16 +173,38 @@ class DeepHealth:
         if not s.spark1_host:
             return ProbeResult(ok=False, at=now_iso, error="not configured")
         base = f"http://{s.spark1_host}:{s.vllm_port}"
+        # Step 1: is there a model loaded?
         try:
             async with httpx.AsyncClient(timeout=5.0) as c:
                 r = await c.get(f"{base}/v1/models")
-                r.raise_for_status()
+            if 200 <= r.status_code < 300:
                 models = r.json().get("data") or []
+            else:
+                # 5xx on /v1/models suggests something wedged after a model loaded
+                return ProbeResult(
+                    ok=False,
+                    at=now_iso,
+                    error=f"list_models HTTP {r.status_code}: {r.text[:240]}",
+                )
+        except Exception:
+            # Connection refused / timeout: usually means no vLLM process listening
+            # (the vllm_node container is alive but no `vllm serve` is running yet).
+            # That's an idle state, not a wedge — don't trigger auto-restart.
+            return ProbeResult(
+                ok=True,
+                at=now_iso,
+                note="no model currently loaded (idle)",
+            )
+
         if not models:
-                return ProbeResult(ok=False, at=now_iso, error="no model loaded")
+            return ProbeResult(
+                ok=True,
+                at=now_iso,
+                note="no model currently loaded (idle)",
+            )
+
         model_id = models[0]["id"]
-        except Exception as e:
+        # Step 2: model is loaded; verify it can actually complete a 1-token request.
-            return ProbeResult(ok=False, at=now_iso, error=f"list models: {type(e).__name__}: {e}")
         t0 = time.monotonic()
         try:
             async with httpx.AsyncClient(timeout=PROBE_TIMEOUT_SEC) as c:
@@ -197,7 +219,7 @@ class DeepHealth:
                 )
             latency = round((time.monotonic() - t0) * 1000)
             if 200 <= r.status_code < 300:
-                return ProbeResult(ok=True, at=now_iso, latency_ms=latency)
+                return ProbeResult(ok=True, at=now_iso, latency_ms=latency, note=f"model={model_id}")
             return ProbeResult(
                 ok=False,
                 at=now_iso,

image/app/disk.py

@@ -0,0 +1,130 @@
+"""On-disk presence + deletion for Hugging Face model caches on the Sparks.
+
+The HF cache layout for a repo `org/name` is:
+
+    ~/.cache/huggingface/hub/models--org--name/
+
+We use `du -sb` to measure size (bytes) and `rm -rf` to free it. All operations
+are gated by the server endpoints, which refuse to delete a currently-loaded
+model or one tied to an in-flight swap/download.
+"""
+from __future__ import annotations
+import asyncio
+import shlex
+from dataclasses import dataclass
+from typing import Optional
+
+from .config import Settings
+from .ssh import ssh_run
+
+
+def repo_to_cache_dirname(repo: str) -> str:
+    """Convert 'org/name' to 'models--org--name' (the HF hub cache directory)."""
+    if "/" not in repo:
+        raise ValueError(f"repo must be in 'org/name' form: {repo!r}")
+    return "models--" + repo.replace("/", "--")
+
+
+def _cache_path(repo: str) -> str:
+    """Full remote path to the model's cache directory."""
+    # Use $HOME so it resolves correctly regardless of the SSH user's home.
+    return f"$HOME/.cache/huggingface/hub/{repo_to_cache_dirname(repo)}"
+
+
+@dataclass
+class HostDiskResult:
+    host: str
+    on_disk: bool
+    size_bytes: int = 0
+    error: Optional[str] = None
+
+
+@dataclass
+class DiskStatus:
+    repo: str
+    on_disk: bool                     # True if present on AT LEAST one host
+    total_bytes: int                  # sum across hosts
+    per_host: list[HostDiskResult]
+
+
+async def probe_host(host: str, user: str, repo: str, settings: Settings) -> HostDiskResult:
+    """Return whether the model's cache dir exists on this host and its size."""
+    if not host or not user:
+        return HostDiskResult(host=host or "?", on_disk=False, error="host not configured")
+    path = _cache_path(repo)
+    # `du -sb` prints bytes; if the dir doesn't exist, `du` returns non-zero.
+    # We test existence explicitly first so we can report on_disk=False cleanly.
+    cmd = (
+        f"if [ -d {shlex.quote(path)} ]; then "
+        f"du -sb {shlex.quote(path)} 2>/dev/null | awk '{{print $1}}'; "
+        f"else echo MISSING; fi"
+    )
+    rc, out, err = await ssh_run(host, user, cmd, settings, timeout=20.0)
+    if rc != 0:
+        return HostDiskResult(host=host, on_disk=False, error=(err or out).strip() or f"rc={rc}")
+    raw = out.strip()
+    if raw == "MISSING" or raw == "":
+        return HostDiskResult(host=host, on_disk=False)
+    try:
+        size = int(raw.splitlines()[-1])
+    except ValueError:
+        return HostDiskResult(host=host, on_disk=False, error=f"unparsable du output: {raw!r}")
+    return HostDiskResult(host=host, on_disk=True, size_bytes=size)
+
+
+async def probe_disk(repo: str, mode: str, settings: Settings) -> DiskStatus:
+    """Probe one model across the relevant Sparks based on its mode (solo|cluster)."""
+    hosts: list[tuple[str, str]] = [(settings.spark1_host, settings.spark1_user)]
+    if mode == "cluster" and settings.spark2_host:
+        hosts.append((settings.spark2_host, settings.spark2_user))
+
+    results = await asyncio.gather(*(probe_host(h, u, repo, settings) for h, u in hosts))
+    on_disk = any(r.on_disk for r in results)
+    total = sum(r.size_bytes for r in results)
+    return DiskStatus(repo=repo, on_disk=on_disk, total_bytes=total, per_host=list(results))
+
+
+async def delete_host(host: str, user: str, repo: str, settings: Settings) -> HostDiskResult:
+    """Probe + rm -rf on one host. Returns bytes freed (0 if the dir wasn't there)."""
+    if not host or not user:
+        return HostDiskResult(host=host or "?", on_disk=False, error="host not configured")
+    path = _cache_path(repo)
+    # Safety: hard-code the prefix in the command so a bad `repo` can never escape.
+    # Compute size first, then remove. If absent, still return success (idempotent).
+    cmd = (
+        f"set -e; "
+        f"P={shlex.quote(path)}; "
+        f"if [ -d \"$P\" ]; then "
+        f"  SIZE=$(du -sb \"$P\" 2>/dev/null | awk '{{print $1}}'); "
+        f"  rm -rf -- \"$P\"; "
+        f"  echo FREED $SIZE; "
+        f"else "
+        f"  echo FREED 0; "
+        f"fi"
+    )
+    rc, out, err = await ssh_run(host, user, cmd, settings, timeout=120.0)
+    if rc != 0:
+        return HostDiskResult(host=host, on_disk=False, error=(err or out).strip() or f"rc={rc}")
+    # Parse the "FREED N" line
+    freed = 0
+    for line in out.splitlines():
+        parts = line.strip().split()
+        if len(parts) == 2 and parts[0] == "FREED":
+            try:
+                freed = int(parts[1])
+            except ValueError:
+                pass
+            break
+    return HostDiskResult(host=host, on_disk=False, size_bytes=freed)
+
+
+async def delete_from_disk(repo: str, mode: str, settings: Settings) -> DiskStatus:
+    """rm -rf the model's cache dir on the relevant Sparks. Idempotent."""
+    hosts: list[tuple[str, str]] = [(settings.spark1_host, settings.spark1_user)]
+    if mode == "cluster" and settings.spark2_host:
+        hosts.append((settings.spark2_host, settings.spark2_user))
+
+    results = await asyncio.gather(*(delete_host(h, u, repo, settings) for h, u in hosts))
+    total_freed = sum(r.size_bytes for r in results)
+    # After deletion, on_disk should be False on all hosts.
+    return DiskStatus(repo=repo, on_disk=False, total_bytes=total_freed, per_host=list(results))

image/app/server.py

@@ -13,6 +13,7 @@ from .config import Settings
 from .connectivity import get_mac, record_report, record_state, summary as connectivity_summary
 from .custom_services import add_custom_service, delete_custom_service
 from .deep_health import DeepHealth
+from .disk import delete_from_disk, probe_disk
 from .download import DownloadManager
 from .hardware import HardwareProbe
 from .health import check_magpie, check_parakeet, check_vllm
@@ -139,6 +140,89 @@ async def del_model(key: str) -> dict:
     return {"ok": True, "key": key}
 
 
+@app.get("/api/models/disk-status")
+async def get_models_disk_status() -> dict:
+    """Probe each catalog model's HF cache on the appropriate Spark(s) in parallel.
+
+    Result is keyed by model key: {on_disk, total_bytes, per_host:[{host,on_disk,size_bytes,error?}]}.
+    Designed to be called once on dashboard load; takes ~1–3s depending on Spark count.
+    """
+    if not settings.configured:
+        return {"configured": False, "models": {}}
+    keys = list(catalog.models.keys())
+    statuses = await asyncio.gather(*(
+        probe_disk(catalog.models[k].repo, catalog.models[k].mode, settings) for k in keys
+    ), return_exceptions=True)
+    out: dict[str, dict] = {}
+    for k, s in zip(keys, statuses):
+        if isinstance(s, Exception):
+            out[k] = {"on_disk": False, "total_bytes": 0, "per_host": [], "error": str(s)}
+            continue
+        out[k] = {
+            "on_disk": s.on_disk,
+            "total_bytes": s.total_bytes,
+            "per_host": [
+                {"host": r.host, "on_disk": r.on_disk, "size_bytes": r.size_bytes, **({"error": r.error} if r.error else {})}
+                for r in s.per_host
+            ],
+        }
+    return {"configured": True, "models": out}
+
+
+@app.delete("/api/models/{key}/disk")
+async def del_model_disk(key: str) -> dict:
+    """Delete a model's weights from the Spark filesystem(s). The catalog entry stays.
+
+    Safety rails:
+      - Refuses if the model is currently loaded on vLLM.
+      - Refuses if a swap or download is in flight.
+      - Idempotent: if the cache dir is already gone on a host, that host reports 0 bytes freed.
+    """
+    if key not in catalog.models:
+        raise HTTPException(404, f"unknown model: {key}")
+    m = catalog.models[key]
+
+    # Refuse if currently loaded
+    try:
+        vllm = await check_vllm(settings)
+    except Exception:
+        vllm = {}
+    if vllm.get("ok") and vllm.get("current_model") == m.repo:
+        raise HTTPException(
+            409,
+            f"'{m.display_name}' is the currently loaded model. Switch to a different model first, then try again."
+        )
+
+    # Refuse if a swap is in flight
+    if swap_manager.current_job_id:
+        raise HTTPException(409, "a model swap is in progress; wait for it to finish")
+
+    # Refuse if a download is in flight for this same repo (a different model's download is fine)
+    if download_manager.current_job_id:
+        job = download_manager.get(download_manager.current_job_id)
+        if job and job.repo == m.repo:
+            raise HTTPException(409, "this model is currently downloading; cancel or wait for it to finish")
+
+    status = await delete_from_disk(m.repo, m.mode, settings)
+    # Audit log
+    record_report(
+        f"disk:{key}",
+        ok=True,
+        source="disk-delete",
+        detail=f"freed {status.total_bytes} bytes across {len(status.per_host)} host(s)",
+    )
+    return {
+        "ok": True,
+        "key": key,
+        "repo": m.repo,
+        "bytes_freed": status.total_bytes,
+        "per_host": [
+            {"host": r.host, "size_bytes": r.size_bytes, **({"error": r.error} if r.error else {})}
+            for r in status.per_host
+        ],
+    }
+
+
 @app.get("/api/hardware")
 async def get_hardware() -> dict:
     """Per-Spark hardware snapshot — RAM, disk, GPU mem + util, CPU load, uptime."""

image/app/static/app.js

@@ -18,6 +18,8 @@ const state = {
   configured: true,
   timer_handle: null,
   deep_health: {},
+  disk_status: {},         // keyed by model key: { on_disk, total_bytes, per_host }
+  disk_status_loaded: false,
 };
 
 const el = (sel) => document.querySelector(sel);
@@ -57,12 +59,36 @@ function renderCards() {
       ? `<div class="desc">${escapeHtml(m.description)}</div>`
       : '';
     const customPill = m.custom ? `<span class="tag custom-pill">custom</span>` : '';
+    // Disk-presence pill + trash button. Until /api/models/disk-status comes back,
+    // we don't know — render a neutral placeholder.
+    const disk = state.disk_status[key];
+    let diskPill = '';
+    if (state.disk_status_loaded) {
+      if (disk && disk.on_disk) {
+        const gb = (disk.total_bytes / 1e9);
+        diskPill = `<span class="tag on-disk" title="Weights present on disk">on disk · ${gb.toFixed(1)} GB</span>`;
+      } else {
+        diskPill = `<span class="tag not-on-disk" title="Weights not downloaded">not downloaded</span>`;
+      }
+    }
+    // Trash button — hidden if not on disk; disabled (with tooltip) if currently loaded.
+    let trashBtn = '';
+    if (state.disk_status_loaded && disk && disk.on_disk) {
+      const disabled = isActive || isSwapping;
+      const tip = isActive
+        ? 'Currently loaded — switch to another model first'
+        : isSwapping
+        ? 'A swap is in progress'
+        : 'Delete weights from disk';
+      trashBtn = `<button class="icon-btn danger" data-disk-del-key="${key}" title="${escapeHtml(tip)}" aria-label="Delete from disk" ${disabled ? 'disabled' : ''}>${trashIcon}</button>`;
+    }
     card.innerHTML = `
       <div class="name">${escapeHtml(m.display_name)}</div>
       <div class="meta">
         <span class="tag mode-${m.mode}">${m.mode}</span>
         <span class="tag">${m.size_gb} GB</span>
         ${customPill}
+        ${diskPill}
         ${(m.capabilities || []).map(c => `<span class="tag cap">${escapeHtml(c)}</span>`).join('')}
       </div>
       ${desc}
@@ -76,6 +102,7 @@ function renderCards() {
         </button>
         <button class="btn test-btn" data-test-key="${key}" title="Pre-flight check the launch command without starting the engine">Test</button>
         <button class="btn adv-btn" data-adv-key="${key}" title="Advanced settings">Advanced</button>
+        ${trashBtn}
       </div>
       <div class="test-result hidden" data-test-result-for="${key}"></div>
     `;
@@ -90,8 +117,13 @@ function renderCards() {
   for (const btn of root.querySelectorAll('[data-test-key]')) {
     btn.addEventListener('click', () => testLaunch(btn.dataset.testKey, btn));
   }
+  for (const btn of root.querySelectorAll('[data-disk-del-key]')) {
+    btn.addEventListener('click', () => openDiskDeleteDialog(btn.dataset.diskDelKey));
+  }
 }
 
+const trashIcon = '<svg viewBox="0 0 24 24" width="14" height="14" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><polyline points="3 6 5 6 21 6"></polyline><path d="M19 6l-1 14a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2L5 6"></path><path d="M10 11v6"></path><path d="M14 11v6"></path><path d="M9 6V4a2 2 0 0 1 2-2h2a2 2 0 0 1 2 2v2"></path></svg>';
+
 async function testLaunch(key, btn) {
   const resultEl = document.querySelector(`[data-test-result-for="${key}"]`);
   if (!resultEl) return;
@@ -739,6 +771,78 @@ async function loadModels() {
   state.models = data.models || {};
 }
 
+async function loadDiskStatus() {
+  // Probes each catalog model's HF cache over SSH; takes a beat. Best-effort.
+  try {
+    const r = await fetchJSON('/api/models/disk-status');
+    if (r && r.models) {
+      state.disk_status = r.models;
+      state.disk_status_loaded = true;
+      renderCards();
+    }
+  } catch (e) {
+    // Silent — pills just won't render. Don't block dashboard.
+    console.warn('disk-status probe failed:', e.message);
+  }
+}
+
+function fmtBytesShort(n) {
+  if (!Number.isFinite(n) || n <= 0) return '0 B';
+  if (n >= 1e9) return `${(n / 1e9).toFixed(1)} GB`;
+  if (n >= 1e6) return `${(n / 1e6).toFixed(1)} MB`;
+  if (n >= 1e3) return `${(n / 1e3).toFixed(1)} KB`;
+  return `${n} B`;
+}
+
+function openDiskDeleteDialog(key) {
+  const m = state.models[key];
+  const disk = state.disk_status[key];
+  if (!m || !disk || !disk.on_disk) return;
+  const dlg = el('#disk-delete-dialog');
+  el('#dd-summary').innerHTML = `Free <strong>${fmtBytesShort(disk.total_bytes)}</strong> by removing <strong>${escapeHtml(m.display_name)}</strong> (<code>${escapeHtml(m.repo)}</code>) from disk.`;
+  const hostsEl = el('#dd-hosts');
+  hostsEl.innerHTML = '';
+  for (const h of (disk.per_host || [])) {
+    if (!h.on_disk) continue;
+    const li = document.createElement('li');
+    li.innerHTML = `<code>${escapeHtml(h.host)}</code> — ${fmtBytesShort(h.size_bytes)}`;
+    hostsEl.appendChild(li);
+  }
+  const errEl = el('#dd-error');
+  errEl.classList.add('hidden');
+  errEl.textContent = '';
+
+  const confirm = el('#dd-confirm');
+  const cancel = el('#dd-cancel');
+  const onCancel = () => dlg.close();
+  const onConfirm = async () => {
+    confirm.disabled = true;
+    cancel.disabled = true;
+    confirm.textContent = 'Deleting…';
+    try {
+      const r = await fetchJSON(`/api/models/${encodeURIComponent(key)}/disk`, { method: 'DELETE' });
+      dlg.close();
+      // Optimistically clear local disk state for this key, then refresh.
+      delete state.disk_status[key];
+      renderCards();
+      // Eagerly re-probe so size is accurate (and shows "not downloaded" pill).
+      loadDiskStatus();
+      const freed = r && typeof r.bytes_freed === 'number' ? fmtBytesShort(r.bytes_freed) : '';
+      console.log(`Deleted ${m.display_name} from disk${freed ? ` — freed ${freed}` : ''}.`);
+    } catch (e) {
+      errEl.textContent = e.message || 'Delete failed';
+      errEl.classList.remove('hidden');
+    } finally {
+      confirm.disabled = false;
+      cancel.disabled = false;
+      confirm.textContent = 'Delete from disk';
+    }
+  };
+  cancel.onclick = onCancel;
+  confirm.onclick = onConfirm;
+  dlg.showModal();
+}
+
 async function triggerSwap(modelKey) {
   if (state.swap_job_id) return;
   try {
@@ -1523,9 +1627,12 @@ async function init() {
   await renderServices();
   pollHardware();
   pollUpdates();
+  // Disk-status probe runs after first paint — slow over SSH and not blocking.
+  loadDiskStatus();
   setInterval(pollStatus, 5000);
   setInterval(pollHardware, 8000);    // every 8s
   setInterval(pollUpdates, 300000);  // every 5 min
+  setInterval(loadDiskStatus, 60000); // every 60s — disk state changes rarely
 }
 
 init();

image/app/static/index.html

@@ -188,6 +188,20 @@
         </form>
       </dialog>
 
+      <dialog id="disk-delete-dialog" class="modal">
+        <form method="dialog" class="modal-form">
+          <h3>Delete model weights from disk?</h3>
+          <p id="dd-summary" class="muted small"></p>
+          <ul class="muted small dd-hosts" id="dd-hosts"></ul>
+          <p class="muted small">This is reversible — you can re-download from the catalog at any time. The catalog entry stays intact.</p>
+          <p id="dd-error" class="muted small dd-error hidden"></p>
+          <div class="modal-actions">
+            <button type="button" id="dd-cancel" class="btn">Cancel</button>
+            <button type="button" id="dd-confirm" class="btn danger">Delete from disk</button>
+          </div>
+        </form>
+      </dialog>
+
       <dialog id="advanced-dialog" class="modal">
         <form method="dialog" class="modal-form" id="advanced-form">
           <h3 id="adv-title">Advanced settings</h3>

image/app/static/style.css

@@ -717,6 +717,14 @@ main {
 .card .adv-btn,
 .card .test-btn { padding: 8px 12px; font-size: 12px; }
 .card .custom-pill { color: var(--info); border-color: rgba(96, 165, 250, 0.4); }
+.tag.on-disk { color: var(--accent); border-color: rgba(74, 222, 128, 0.4); }
+.tag.not-on-disk { color: var(--muted); border-color: var(--border); opacity: 0.7; }
+.card-actions .icon-btn.danger { color: var(--error); border-color: rgba(239, 68, 68, 0.3); margin-left: auto; }
+.card-actions .icon-btn.danger:hover:not(:disabled) { background: rgba(239, 68, 68, 0.08); border-color: var(--error); color: var(--error); }
+.card-actions .icon-btn.danger:disabled { opacity: 0.35; cursor: not-allowed; }
+.dd-hosts { padding-left: 18px; margin: 4px 0 8px; }
+.dd-hosts code { background: var(--surface-2); padding: 1px 5px; border-radius: 4px; }
+.dd-error { color: var(--error); }
 
 .test-result {
   font-size: 12px;

image/models.yaml

@@ -30,6 +30,7 @@ models:
       - -tp=2
       - --distributed-executor-backend=ray
       - --max-model-len=32768
+      - --max-num-batched-tokens=16384
 
   gemma4:
     display_name: "Gemma 4 31B"
@@ -45,6 +46,7 @@ models:
     vllm_args:
       - --gpu-memory-utilization=0.8
       - --max-model-len=32768
+      - --max-num-batched-tokens=16384
       - --reasoning-parser=gemma4
       - --tool-call-parser=gemma4
       - --enable-auto-tool-choice

known-issues.md

@@ -24,6 +24,10 @@ This flag is Blackwell-specific. If vLLM in the container reports `unrecognized
 
 Qwen3.6 uses a Mamba-attention hybrid that requires `--max-num-batched-tokens >= 2096`. vLLM's default is 2048, which trips `AssertionError: In Mamba cache align mode, block_size (2096) must be <= max_num_batched_tokens (2048)`. Fix: bake `--max-num-batched-tokens=16384` into the bundled qwen36 entry — matches the upstream qwen3.5-35b-a3b-fp8 recipe.
 
+## Multimodal token budget for vision models (fixed in v0.8.0:1)
+
+After the eugr/spark-vllm-docker update, vLLM became stricter about multimodal token budgets. Vision-capable models like Gemma 4 31B and Qwen3-VL crash at engine init with `ValueError: Chunked MM input disabled but max_tokens_per_mm_item (2496) is larger than max_num_batched_tokens (2048)`. Fix: bake `--max-num-batched-tokens=16384` into every model that has the `vision` capability. Now applied to qwen3-vl, gemma4, and qwen36 (which was already set for the Mamba issue).
+
 ## Two SSH paths to Spark 1 from the laptop
 
 `ssh <spark-user>@<spark-1-ip>` does NOT work from the laptop because the NVIDIA Sync ssh_config only has a Host entry for `<spark-1-host>.local`. Always use the `.local` hostname or `<spark-2-ip>`-style entries that ARE matched.

package/startos/versions/v0_1_0.ts

@@ -1,10 +1,10 @@
 import { VersionInfo, IMPOSSIBLE } from '@start9labs/start-sdk'
 
 export const v0_1_0 = VersionInfo.of({
-  version: '0.8.0:2',
+  version: '0.8.1:0',
   releaseNotes: {
     en_US:
-      'v0.8: deep health probes. Every 5 minutes, Spark Control sends a tiny synthetic inference request to each service (1 second of silent audio to Parakeet, short text to Magpie, 1-token completion to vLLM). All payloads are generated in-memory and never written to disk. If a probe returns CUDA-error / 5xx signals while the container is still "up" — i.e. the classic Triton-wedge pattern where /health stays green but real inference fails — Spark Control automatically restarts the affected container. Rate-limited to 3 auto-restarts per service per 30 minutes. Each service card now shows the last deep-check timestamp, latency, and an inline "Run now" button. Failures and recoveries are logged into the connectivity history with source=deep-health.',
+      'v0.8.1: model weights can now be deleted from disk directly from the dashboard. Each model card shows whether the weights are present (with on-disk GB size) or not yet downloaded. When present and the model is NOT currently loaded, a small trash icon appears on the card; clicking it pops a confirmation showing how many GB will be freed and on which Spark(s), then runs `rm -rf` on the Hugging Face cache directory via SSH. Cluster-mode models are deleted from both Sparks; solo-mode from Spark 1 only. Safety rails: refuses to delete the currently-loaded model, refuses during an in-flight swap or download, and the catalog entry stays — you can always re-download. Disk status is probed once on dashboard load and re-checked every 60s.',
   },
   migrations: {
     up: async ({ effects }) => {},