diff --git a/CHANGELOG.md b/CHANGELOG.md
index 81c49997cd6..f3b1745b4f6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -306,6 +306,7 @@ Docs: https://docs.openclaw.ai
 - Security/Windows: route the `.cmd`/`.bat` process wrapper through the shared Windows install-root resolver instead of `process.env.ComSpec`, so workspace dotenv-blocked `SystemRoot`/`WINDIR` overrides and unsafe values like UNC paths or path-lists cannot redirect `cmd.exe` selection on Windows. (#77472) Thanks @drobison00.
 - Agents/bootstrap: honor `BOOTSTRAP.md` content injected by `agent:bootstrap` hooks when deciding whether bootstrap is pending, so hook-provided required setup instructions are included in the system prompt. (#77501) Thanks @ificator.
 - Agents/replay-history: drop trailing assistant turns whose content is empty or carries only the stream-error sentinel before sending the transcript to the provider, so prefill-strict providers (such as github-copilot/claude-opus-4.6) no longer reject the request with `400 The conversation must end with a user message` after a session whose last turn errored before producing content. Refs #77228. (#77287) Thanks @openperf.
+- Gateway/sessions: cache selected model override resolution while building session-list rows so `openclaw sessions` and Control UI session lists stay responsive on model-heavy stores. (#77650) Thanks @ragesaq.
 
 ## 2026.5.3-1
 
diff --git a/src/gateway/session-utils.ts b/src/gateway/session-utils.ts
index 1a3ac6664a2..56ba9ddaa19 100644
--- a/src/gateway/session-utils.ts
+++ b/src/gateway/session-utils.ts
@@ -372,6 +372,7 @@ function shouldKeepStoreOnlyChildLink(entry: SessionEntry, now: number): boolean
 type SessionListRowContext = {
   subagentRuns: ReturnType<typeof buildSubagentRunReadIndex>;
   storeChildSessionsByKey: Map<string, string[]>;
+  selectedModelByOverrideRef: Map<string, ReturnType<typeof resolveSessionModelRef>>;
   thinkingLevelsByModelRef: Map<string, ReturnType<typeof listThinkingLevelOptions>>;
 };
 
@@ -489,6 +490,7 @@ function buildSessionListRowContext(params: {
   return {
     subagentRuns,
     storeChildSessionsByKey: buildStoreChildSessionIndex(params.store, params.now, subagentRuns),
+    selectedModelByOverrideRef: new Map(),
     thinkingLevelsByModelRef: new Map(),
   };
 }
@@ -497,6 +499,36 @@ function createSessionRowModelCacheKey(provider: string | undefined, model: stri
   return `${normalizeLowercaseStringOrEmpty(provider)}\0${normalizeOptionalString(model) ?? ""}`;
 }
 
+function resolveSessionSelectedModelRef(params: {
+  cfg: OpenClawConfig;
+  entry?: SessionEntry;
+  agentId: string;
+  rowContext?: SessionListRowContext;
+}): ReturnType<typeof resolveSessionModelRef> | null {
+  const override = normalizeStoredOverrideModel({
+    providerOverride: params.entry?.providerOverride,
+    modelOverride: params.entry?.modelOverride,
+  });
+  if (!override.modelOverride) {
+    return null;
+  }
+  if (!params.rowContext) {
+    return resolveSessionModelRef(params.cfg, params.entry, params.agentId);
+  }
+  const key = [
+    normalizeAgentId(params.agentId),
+    override.providerOverride ?? "",
+    override.modelOverride,
+  ].join("\0");
+  const cached = params.rowContext.selectedModelByOverrideRef.get(key);
+  if (cached) {
+    return cached;
+  }
+  const selected = resolveSessionModelRef(params.cfg, params.entry, params.agentId);
+  params.rowContext.selectedModelByOverrideRef.set(key, selected);
+  return selected;
+}
+
 function resolveSessionRowThinkingLevels(params: {
   provider: string;
   model: string;
@@ -1540,9 +1572,12 @@ export function buildGatewaySessionRow(params: {
           ? resolveSessionRuntimeMs(subagentRun, now)
           : undefined))
     : undefined;
-  const selectedModel = entry?.modelOverride?.trim()
-    ? resolveSessionModelRef(cfg, entry, sessionAgentId)
-    : null;
+  const selectedModel = resolveSessionSelectedModelRef({
+    cfg,
+    entry,
+    agentId: sessionAgentId,
+    rowContext,
+  });
   const resolvedModel = resolveSessionModelIdentityRef(
     cfg,
     entry,