diff --git a/movie_editor/frontend/inspector.js b/movie_editor/frontend/inspector.js
index 63337559..44bc3a0b 100644
--- a/movie_editor/frontend/inspector.js
+++ b/movie_editor/frontend/inspector.js
@@ -710,7 +710,7 @@
     body.append(wrap);
   }
 
-  function exposedControl(desc, value, on) {
+  function exposedControl(desc, value, on, key) {
     let ctrl;
     if (desc.kind === "combo") {
       ctrl = el("select");
@@ -721,13 +721,19 @@
       ctrl = el("input"); ctrl.type = "checkbox"; ctrl.checked = !!value; ctrl.style.width = "auto";
       ctrl.onchange = () => on(ctrl.checked);
     } else if (desc.kind === "int" || desc.kind === "float") {
-      ctrl = el("input"); ctrl.type = "number"; if (desc.kind === "float") ctrl.step = "any";
-      ctrl.value = value != null ? value : "";
+      ctrl = el("input"); ctrl.type = "number";
+      // Real bounds/step from the node spec (captured at expose time) — not step=1 for all.
+      if (desc.min != null) ctrl.min = String(desc.min);
+      if (desc.max != null) ctrl.max = String(desc.max);
+      if (desc.step != null) ctrl.step = String(desc.step);
+      else if (desc.kind === "float") ctrl.step = "any";
+      ctrl.value = value != null ? value : (desc.default != null ? desc.default : "");
       ctrl.oninput = () => on(desc.kind === "int" ? parseInt(ctrl.value || "0", 10) : parseFloat(ctrl.value || "0"));
     } else {
-      ctrl = el("input"); ctrl.type = "text"; ctrl.value = value != null ? value : "";
+      ctrl = el("input"); ctrl.type = "text"; ctrl.value = value != null ? value : (desc.default != null ? desc.default : "");
       ctrl.oninput = () => on(ctrl.value);
     }
+    if (key) ctrl.dataset.k = key; // protect from autosave rebuilds while editing
     return ctrl;
   }
 
@@ -749,12 +755,15 @@
         const note = el("div", "lib-sub"); note.textContent = `← ${SRC_LBL[l.editor_key] || l.editor_key}`;
         wrap.append(field(`🔗 ${l.name} (${(l.members || []).length})`, note));
       } else {
-        const ctrl = exposedControl({ kind: l.kind, choices: l.choices }, l.value, (v) => S.setModelLink(l.id, v));
+        const ctrl = exposedControl(
+          { kind: l.kind, choices: l.choices, min: l.min, max: l.max, step: l.step, default: l.default },
+          l.value, (v) => S.setModelLink(l.id, v), "exp-link-" + l.id);
         wrap.append(field(`🔗 ${l.name} (${(l.members || []).length})`, ctrl));
       }
     });
     slotItems.forEach(([slot, d]) => {
-      const ctrl = exposedControl(d, (slot.inputs || {})[d.name], (v) => S.setModelInput(slot.id, d.name, v));
+      const ctrl = exposedControl(d, (slot.inputs || {})[d.name], (v) => S.setModelInput(slot.id, d.name, v),
+        "exp-" + slot.id + "-" + d.name);
       wrap.append(field(`${slotLabel(slot)} · ${d.label || d.name}`, ctrl));
     });
     body.append(wrap);
diff --git a/movie_editor/frontend/models.js b/movie_editor/frontend/models.js
index 517cb9e3..f5e05875 100644
--- a/movie_editor/frontend/models.js
+++ b/movie_editor/frontend/models.js
@@ -162,6 +162,25 @@
   function specFor(slot) { return specByClass[slot.node_class] || null; }
   function inputSpecFor(slot, name) { return ((specFor(slot) || {}).inputs || []).find((w) => w.name === name) || null; }
 
+  // Numeric widget bounds/step/default straight from the node's object_info opts, so an
+  // exposed control (e.g. a LoRA strength) gets its real min/max/step instead of step=1.
+  function numMeta(spec) {
+    const o = (spec && spec.options) || {};
+    const m = {};
+    if (o.min != null) m.min = o.min;
+    if (o.max != null) m.max = o.max;
+    if (o.step != null) m.step = o.step;
+    const def = o.default != null ? o.default : (spec && spec.default);
+    if (def != null) m.default = def;
+    return m;
+  }
+  function applyNumMeta(ctrl, meta, isFloat) {
+    if (meta.min != null) ctrl.min = String(meta.min);
+    if (meta.max != null) ctrl.max = String(meta.max);
+    if (meta.step != null) ctrl.step = String(meta.step);
+    else if (isFloat) ctrl.step = "any";
+  }
+
   // Exposed controls and shared links snapshot their combo `choices` at expose time (so the main
   // editor can render dropdowns without re-fetching object_info). Those snapshots go stale after
   // a model-list refresh — a newly installed LoRA/checkpoint shows up inside the Models menu (live
@@ -169,23 +188,26 @@
   // choices from the freshly loaded spec. Returns true if anything changed (caller persists).
   function refreshExposedChoices() {
     let changed = false;
-    (config.slots || []).forEach((slot) => {
-      (slot.exposed || []).forEach((e) => {
-        if (e.kind !== "combo") return;
-        const w = inputSpecFor(slot, e.name);
-        if (w && Array.isArray(w.choices) && JSON.stringify(w.choices) !== JSON.stringify(e.choices || [])) {
-          e.choices = w.choices.slice(); changed = true;
+    const syncMeta = (target, w) => {
+      if (!w) return;
+      if (target.kind === "combo") {
+        if (Array.isArray(w.choices) && JSON.stringify(w.choices) !== JSON.stringify(target.choices || [])) {
+          target.choices = w.choices.slice(); changed = true;
         }
-      });
+      } else if (target.kind === "int" || target.kind === "float") {
+        const meta = numMeta(w);
+        ["min", "max", "step", "default"].forEach((k) => {
+          if (meta[k] != null && target[k] !== meta[k]) { target[k] = meta[k]; changed = true; }
+        });
+      }
+    };
+    (config.slots || []).forEach((slot) => {
+      (slot.exposed || []).forEach((e) => syncMeta(e, inputSpecFor(slot, e.name)));
     });
     (config.links || []).forEach((link) => {
-      if (link.kind !== "combo") return;
       const first = (link.members || [])[0];
       const slot = first && slotById(first.slotId);
-      const w = slot && inputSpecFor(slot, first.input);
-      if (w && Array.isArray(w.choices) && JSON.stringify(w.choices) !== JSON.stringify(link.choices || [])) {
-        link.choices = w.choices.slice(); changed = true;
-      }
+      syncMeta(link, slot && inputSpecFor(slot, first.input));
     });
     return changed;
   }
@@ -219,9 +241,11 @@
   function isExposed(slot, name) { return (slot.exposed || []).some((e) => e.name === name); }
   function toggleExpose(slot, spec) {
     slot.exposed = slot.exposed || [];
-    if (isExposed(slot, spec.name)) slot.exposed = slot.exposed.filter((e) => e.name !== spec.name);
-    else slot.exposed.push({ name: spec.name, kind: spec.kind,
-                             choices: spec.kind === "combo" ? (spec.choices || []) : undefined, label: spec.name });
+    if (isExposed(slot, spec.name)) { slot.exposed = slot.exposed.filter((e) => e.name !== spec.name); return; }
+    const e = { name: spec.name, kind: spec.kind, label: spec.name };
+    if (spec.kind === "combo") e.choices = spec.choices || [];
+    else if (spec.kind === "int" || spec.kind === "float") Object.assign(e, numMeta(spec));
+    slot.exposed.push(e);
   }
   function eyeButton(slot, spec) {
     const b = el("button", "eye-btn" + (isExposed(slot, spec.name) ? " on" : ""), "◉");
@@ -249,7 +273,8 @@
       ctrl = el("input"); ctrl.type = "checkbox"; ctrl.checked = !!value; ctrl.style.width = "auto";
       ctrl.onchange = () => onChange(ctrl.checked);
     } else if (spec.kind === "int" || spec.kind === "float") {
-      ctrl = el("input"); ctrl.type = "number"; if (spec.kind === "float") ctrl.step = "any";
+      ctrl = el("input"); ctrl.type = "number";
+      applyNumMeta(ctrl, numMeta(spec), spec.kind === "float");
       ctrl.value = value != null ? value : (spec.default != null ? spec.default : "");
       ctrl.oninput = () => onChange(spec.kind === "int" ? parseInt(ctrl.value || "0", 10) : parseFloat(ctrl.value || "0"));
     } else {
@@ -876,6 +901,10 @@
         const link = { id: uid(), name: nm.trim() || def, kind: first.kind,
           choices: first.kind === "combo" ? (first.choices || []) : undefined, value: val,
           members: linkSel.map((s) => ({ slotId: s.slotId, input: s.input })), exposed: false };
+        if (first.kind === "int" || first.kind === "float") {
+          const w = s0 && inputSpecFor(s0, first.input);
+          if (w) Object.assign(link, numMeta(w));
+        }
         ensureLinks().push(link);
         applyLinkValue(link, val);
         linkMode = false; linkSel = []; await persist(); render();
@@ -1061,6 +1090,10 @@
     reconcileOpenPortWiring();
     try { coreNodes = (await API.coreGraph(window.Store?.get().project?.id)).nodes || []; } catch (_) { coreNodes = []; }
     await prewarmSpecs();
+    // Backfill numeric bounds/step (and combo choices) onto controls exposed before this
+    // metadata was captured, so opening Models once upgrades existing projects. persist()
+    // dispatches funpack-models-changed → the store reloads and the inspector re-renders.
+    if (refreshExposedChoices()) { try { await persist(); } catch (_) {} }
 
     overlay = el("div", "modal-overlay");
     const modal = el("div", "modal");
diff --git a/movie_editor/frontend/store.js b/movie_editor/frontend/store.js
index 12aff897..66317315 100644
--- a/movie_editor/frontend/store.js
+++ b/movie_editor/frontend/store.js
@@ -47,6 +47,8 @@
   // stale optimistic DOM (scene prompt text could read blank until reload/regenerate).
   let _renderAfterSave = false;
   let _selectionAnchorId = null;  // shift-click range anchor
+  let _modelsSaveTimer = null;    // debounce exposed-control (node input) saves
+  let _modelsSaveDirty = false;
 
   function notify() { listeners.forEach((fn) => { try { fn(state); } catch (e) { console.error(e); } }); }
   function subscribe(fn) { listeners.add(fn); return () => listeners.delete(fn); }
@@ -751,6 +753,7 @@
   // commit promise when it flushed, else null.
   function flushSave() {
     clearTimeout(saveTimer); saveTimer = null;
+    flushModelsSave();  // persist any debounced exposed-control (node input) edits too
     if (!_localDirty && !_commitPromise) return null;
     return commit();
   }
@@ -2386,6 +2389,7 @@
 
   async function _flushSaveForGenerate() {
     await flushGlobalPromptApply();   // distribute any just-typed global prompt into scenes first
+    await flushModelsSave();          // persist exposed-control edits before building the graph
     await flushSave();
     if (_localDirty) {
       throw new Error(
@@ -3358,18 +3362,34 @@
     notify();
   }
 
-  // Edit a configured node input from the main editor (an "exposed" control) and persist.
-  async function setModelInput(slotId, name, value) {
-    const slot = (state.models.slots || []).find((s) => s.id === slotId);
-    if (!slot) return;
-    slot.inputs = slot.inputs || {}; slot.inputs[name] = value;
-    notify();
+  // Persisting a node input hits the server; typing a weight used to fire one save PER
+  // KEYSTROKE and notify twice (before + after the await), which rebuilt the inspector and
+  // yanked the field. Now: update in place + notify once (cheap, and the field is data-k
+  // protected from rebuild), and DEBOUNCE the network save. flushModelsSave() runs on field
+  // blur and before generate (via flushSave / _flushSaveForGenerate).
+  function _scheduleModelsSave() {
+    _modelsSaveDirty = true;
+    clearTimeout(_modelsSaveTimer);
+    _modelsSaveTimer = setTimeout(() => { _modelsSaveTimer = null; flushModelsSave(); }, 500);
+  }
+  async function flushModelsSave() {
+    if (!_modelsSaveTimer && !_modelsSaveDirty) return;
+    clearTimeout(_modelsSaveTimer); _modelsSaveTimer = null; _modelsSaveDirty = false;
     try { state.models = await API.saveModels(state.project?.id, state.models); notify(); }
     catch (e) { console.error("saveModels failed", e); }
   }
 
+  // Edit a configured node input from the main editor (an "exposed" control) and persist.
+  function setModelInput(slotId, name, value) {
+    const slot = (state.models.slots || []).find((s) => s.id === slotId);
+    if (!slot) return;
+    slot.inputs = slot.inputs || {}; slot.inputs[name] = value;
+    notify();
+    _scheduleModelsSave();
+  }
+
   // Set a linked control's shared value (writes through to all member inputs) and persist.
-  async function setModelLink(linkId, value) {
+  function setModelLink(linkId, value) {
     const link = (state.models.links || []).find((l) => l.id === linkId);
     if (!link) return;
     link.value = value;
@@ -3378,8 +3398,7 @@
       if (s) { s.inputs = s.inputs || {}; s.inputs[m.input] = value; }
     });
     notify();
-    try { state.models = await API.saveModels(state.project?.id, state.models); notify(); }
-    catch (e) { console.error("saveModels failed", e); }
+    _scheduleModelsSave();
   }
 
   // ── media bin + libraries ─────────────────────────────────────────────────────