diff --git a/CHANGELOG.md b/CHANGELOG.md
index 155bc867062..42014edaad0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -47,6 +47,7 @@ Docs: https://docs.openclaw.ai
 - CLI/memory teardown: close cached memory search/index managers in the one-shot CLI shutdown path so watcher-backed memory caches no longer keep completed CLI runs alive after output finishes. (#40389) thanks @Julbarth.
 - Tools/web search: treat Brave `llm-context` grounding snippets as plain strings so `web_search` no longer returns empty snippet arrays in LLM Context mode. (#41387) thanks @zheliu2.
 - Telegram/exec approvals: reject `/approve` commands aimed at other bots, keep deterministic approval prompts visible when tool-result delivery fails, and stop resolved exact IDs from matching other pending approvals by prefix. (#37233) Thanks @huntharo.
+- Agents/fallback cooldown probing: cap cooldown-bypass probing to one attempt per provider per fallback run so multi-model same-provider cooldown chains can continue to cross-provider fallbacks instead of repeatedly stalling on duplicate cooldown probes. (#41492) Thanks @cgdusek.
 - Control UI/Sessions: restore single-column session table collapse on narrow viewport or container widths by moving the responsive table override next to the base grid rule and enabling inline-size container queries. (#12175) Thanks @benjipeng.
 - Telegram/final preview delivery: split active preview lifecycle from cleanup retention so missing archived preview edits avoid duplicate fallback sends without clearing the live preview or blocking later in-place finalization. (#41662) thanks @hougangdev.
 - Cron/state errors: record `lastErrorReason` in cron job state and keep the gateway schema aligned with the full failover-reason set, including regression coverage for protocol conformance. (#14382) thanks @futuremind2026.
diff --git a/src/agents/model-fallback.test.ts b/src/agents/model-fallback.test.ts
index e4c84028e95..2f866d0df05 100644
--- a/src/agents/model-fallback.test.ts
+++ b/src/agents/model-fallback.test.ts
@@ -1318,6 +1318,46 @@ describe("runWithModelFallback", () => {
       }); // Rate limit allows attempt
       expect(run).toHaveBeenNthCalledWith(2, "groq", "llama-3.3-70b-versatile"); // Cross-provider works
     });
+
+    it("limits cooldown probes to one per provider before moving to cross-provider fallback", async () => {
+      const { dir } = await makeAuthStoreWithCooldown("anthropic", "rate_limit");
+      const cfg = makeCfg({
+        agents: {
+          defaults: {
+            model: {
+              primary: "anthropic/claude-opus-4-6",
+              fallbacks: [
+                "anthropic/claude-sonnet-4-5",
+                "anthropic/claude-haiku-3-5",
+                "groq/llama-3.3-70b-versatile",
+              ],
+            },
+          },
+        },
+      });
+
+      const run = vi
+        .fn()
+        .mockRejectedValueOnce(new Error("Still rate limited")) // First same-provider probe fails
+        .mockResolvedValueOnce("groq success"); // Next provider succeeds
+
+      const result = await runWithModelFallback({
+        cfg,
+        provider: "anthropic",
+        model: "claude-opus-4-6",
+        run,
+        agentDir: dir,
+      });
+
+      expect(result.result).toBe("groq success");
+      // Primary is skipped, first same-provider fallback is probed, second same-provider fallback
+      // is skipped (probe already attempted), then cross-provider fallback runs.
+      expect(run).toHaveBeenCalledTimes(2);
+      expect(run).toHaveBeenNthCalledWith(1, "anthropic", "claude-sonnet-4-5", {
+        allowTransientCooldownProbe: true,
+      });
+      expect(run).toHaveBeenNthCalledWith(2, "groq", "llama-3.3-70b-versatile");
+    });
   });
 });
 
diff --git a/src/agents/model-fallback.ts b/src/agents/model-fallback.ts
index 373e10c936f..0e3ca5c758d 100644
--- a/src/agents/model-fallback.ts
+++ b/src/agents/model-fallback.ts
@@ -521,6 +521,7 @@ export async function runWithModelFallback<T>(params: {
     : null;
   const attempts: FallbackAttempt[] = [];
   let lastError: unknown;
+  const cooldownProbeUsedProviders = new Set<string>();
 
   const hasFallbackCandidates = candidates.length > 1;
 
@@ -588,7 +589,37 @@ export async function runWithModelFallback<T>(params: {
           decision.reason === "overloaded" ||
           decision.reason === "billing"
         ) {
+          // Probe at most once per provider per fallback run when all profiles
+          // are cooldowned. Re-probing every same-provider candidate can stall
+          // cross-provider fallback on providers with long internal retries.
+          if (cooldownProbeUsedProviders.has(candidate.provider)) {
+            const error = `Provider ${candidate.provider} is in cooldown (probe already attempted this run)`;
+            attempts.push({
+              provider: candidate.provider,
+              model: candidate.model,
+              error,
+              reason: decision.reason,
+            });
+            logModelFallbackDecision({
+              decision: "skip_candidate",
+              runId: params.runId,
+              requestedProvider: params.provider,
+              requestedModel: params.model,
+              candidate,
+              attempt: i + 1,
+              total: candidates.length,
+              reason: decision.reason,
+              error,
+              nextCandidate: candidates[i + 1],
+              isPrimary,
+              requestedModelMatched: requestedModel,
+              fallbackConfigured: hasFallbackCandidates,
+              profileCount: profileIds.length,
+            });
+            continue;
+          }
           runOptions = { allowTransientCooldownProbe: true };
+          cooldownProbeUsedProviders.add(candidate.provider);
         }
         attemptedDuringCooldown = true;
         logModelFallbackDecision({