diff --git a/src/agents/model-selection.test.ts b/src/agents/model-selection.test.ts
index f97baebc956..6e95a1e622b 100644
--- a/src/agents/model-selection.test.ts
+++ b/src/agents/model-selection.test.ts
@@ -11,6 +11,7 @@ import {
   modelKey,
   resolveAllowedModelRef,
   resolveConfiguredModelRef,
+  resolveThinkingDefault,
   resolveModelRefFromString,
 } from "./model-selection.js";
 
@@ -470,6 +471,39 @@ describe("model-selection", () => {
       expect(result).toEqual({ provider: "openai", model: "gpt-4" });
     });
   });
+
+  describe("resolveThinkingDefault", () => {
+    it("prefers per-model params.thinking over global thinkingDefault", () => {
+      const cfg = {
+        agents: {
+          defaults: {
+            thinkingDefault: "low",
+            models: {
+              "anthropic/claude-opus-4-6": {
+                params: { thinking: "high" },
+              },
+            },
+          },
+        },
+      } as OpenClawConfig;
+
+      expect(
+        resolveThinkingDefault({
+          cfg,
+          provider: "anthropic",
+          model: "claude-opus-4-6",
+          catalog: [
+            {
+              provider: "anthropic",
+              id: "claude-opus-4-6",
+              name: "Claude Opus 4.6",
+              reasoning: true,
+            },
+          ],
+        }),
+      ).toBe("high");
+    });
+  });
 });
 
 describe("normalizeModelSelection", () => {
diff --git a/src/agents/model-selection.ts b/src/agents/model-selection.ts
index 238b8276504..e7f6ae9757f 100644
--- a/src/agents/model-selection.ts
+++ b/src/agents/model-selection.ts
@@ -525,6 +525,19 @@ export function resolveThinkingDefault(params: {
   model: string;
   catalog?: ModelCatalogEntry[];
 }): ThinkLevel {
+  const perModelThinking =
+    params.cfg.agents?.defaults?.models?.[modelKey(params.provider, params.model)]?.params
+      ?.thinking;
+  if (
+    perModelThinking === "off" ||
+    perModelThinking === "minimal" ||
+    perModelThinking === "low" ||
+    perModelThinking === "medium" ||
+    perModelThinking === "high" ||
+    perModelThinking === "xhigh"
+  ) {
+    return perModelThinking;
+  }
   const configured = params.cfg.agents?.defaults?.thinkingDefault;
   if (configured) {
     return configured;
diff --git a/src/auto-reply/reply/directive-handling.levels.test.ts b/src/auto-reply/reply/directive-handling.levels.test.ts
new file mode 100644
index 00000000000..204d2685005
--- /dev/null
+++ b/src/auto-reply/reply/directive-handling.levels.test.ts
@@ -0,0 +1,36 @@
+import { describe, expect, it, vi } from "vitest";
+import { resolveCurrentDirectiveLevels } from "./directive-handling.levels.js";
+
+describe("resolveCurrentDirectiveLevels", () => {
+  it("prefers resolved model default over agent thinkingDefault", async () => {
+    const resolveDefaultThinkingLevel = vi.fn().mockResolvedValue("high");
+
+    const result = await resolveCurrentDirectiveLevels({
+      sessionEntry: {},
+      agentCfg: {
+        thinkingDefault: "low",
+      },
+      resolveDefaultThinkingLevel,
+    });
+
+    expect(result.currentThinkLevel).toBe("high");
+    expect(resolveDefaultThinkingLevel).toHaveBeenCalledTimes(1);
+  });
+
+  it("keeps session thinking override without consulting defaults", async () => {
+    const resolveDefaultThinkingLevel = vi.fn().mockResolvedValue("high");
+
+    const result = await resolveCurrentDirectiveLevels({
+      sessionEntry: {
+        thinkingLevel: "minimal",
+      },
+      agentCfg: {
+        thinkingDefault: "low",
+      },
+      resolveDefaultThinkingLevel,
+    });
+
+    expect(result.currentThinkLevel).toBe("minimal");
+    expect(resolveDefaultThinkingLevel).not.toHaveBeenCalled();
+  });
+});
diff --git a/src/auto-reply/reply/directive-handling.levels.ts b/src/auto-reply/reply/directive-handling.levels.ts
index 61f9aef1c79..ee7b1108e83 100644
--- a/src/auto-reply/reply/directive-handling.levels.ts
+++ b/src/auto-reply/reply/directive-handling.levels.ts
@@ -21,8 +21,8 @@ export async function resolveCurrentDirectiveLevels(params: {
 }> {
   const resolvedDefaultThinkLevel =
     (params.sessionEntry?.thinkingLevel as ThinkLevel | undefined) ??
-    (params.agentCfg?.thinkingDefault as ThinkLevel | undefined) ??
-    (await params.resolveDefaultThinkingLevel());
+    (await params.resolveDefaultThinkingLevel()) ??
+    (params.agentCfg?.thinkingDefault as ThinkLevel | undefined);
   const currentThinkLevel = resolvedDefaultThinkLevel;
   const currentVerboseLevel =
     (params.sessionEntry?.verboseLevel as VerboseLevel | undefined) ??
diff --git a/src/auto-reply/reply/get-reply-directives.ts b/src/auto-reply/reply/get-reply-directives.ts
index dd288ef83d5..4c9da28deae 100644
--- a/src/auto-reply/reply/get-reply-directives.ts
+++ b/src/auto-reply/reply/get-reply-directives.ts
@@ -339,9 +339,7 @@ export async function resolveReplyDirectives(params: {
   });
   const defaultActivation = defaultGroupActivation(requireMention);
   const resolvedThinkLevel =
-    directives.thinkLevel ??
-    (sessionEntry?.thinkingLevel as ThinkLevel | undefined) ??
-    (agentCfg?.thinkingDefault as ThinkLevel | undefined);
+    directives.thinkLevel ?? (sessionEntry?.thinkingLevel as ThinkLevel | undefined);
 
   const resolvedVerboseLevel =
     directives.verboseLevel ??
@@ -390,6 +388,10 @@ export async function resolveReplyDirectives(params: {
   });
   provider = modelState.provider;
   model = modelState.model;
+  const resolvedThinkLevelWithDefault =
+    resolvedThinkLevel ??
+    (await modelState.resolveDefaultThinkingLevel()) ??
+    (agentCfg?.thinkingDefault as ThinkLevel | undefined);
 
   // When neither directive nor session set reasoning, default to model capability
   // (e.g. OpenRouter with reasoning: true). Skip auto-enabling when thinking is
@@ -398,9 +400,7 @@ export async function resolveReplyDirectives(params: {
   const reasoningExplicitlySet =
     directives.reasoningLevel !== undefined ||
     (sessionEntry?.reasoningLevel !== undefined && sessionEntry?.reasoningLevel !== null);
-  const effectiveThinkingForReasoning =
-    resolvedThinkLevel ?? (await modelState.resolveDefaultThinkingLevel());
-  const thinkingActive = effectiveThinkingForReasoning !== "off";
+  const thinkingActive = resolvedThinkLevelWithDefault !== "off";
   if (!reasoningExplicitlySet && resolvedReasoningLevel === "off" && !thinkingActive) {
     resolvedReasoningLevel = await modelState.resolveDefaultReasoningLevel();
   }
@@ -477,7 +477,7 @@ export async function resolveReplyDirectives(params: {
       elevatedAllowed,
       elevatedFailures,
       defaultActivation,
-      resolvedThinkLevel,
+      resolvedThinkLevel: resolvedThinkLevelWithDefault,
       resolvedVerboseLevel,
       resolvedReasoningLevel,
       resolvedElevatedLevel,
diff --git a/src/commands/agent.test.ts b/src/commands/agent.test.ts
index b60eaffa9c3..e168f887039 100644
--- a/src/commands/agent.test.ts
+++ b/src/commands/agent.test.ts
@@ -734,6 +734,25 @@ describe("agentCommand", () => {
     });
   });
 
+  it("prefers per-model thinking over global thinkingDefault", async () => {
+    await withTempHome(async (home) => {
+      const store = path.join(home, "sessions.json");
+      mockConfig(home, store, {
+        thinkingDefault: "low",
+        models: {
+          "anthropic/claude-opus-4-5": {
+            params: { thinking: "high" },
+          },
+        },
+      });
+
+      await agentCommand({ message: "hi", to: "+1555" }, runtime);
+
+      const callArgs = vi.mocked(runEmbeddedPiAgent).mock.calls.at(-1)?.[0];
+      expect(callArgs?.thinkLevel).toBe("high");
+    });
+  });
+
   it("prints JSON payload when requested", async () => {
     await withTempHome(async (home) => {
       vi.mocked(runEmbeddedPiAgent).mockResolvedValue({
diff --git a/src/commands/agent.ts b/src/commands/agent.ts
index 0ebde04fe1e..3d669bbac0f 100644
--- a/src/commands/agent.ts
+++ b/src/commands/agent.ts
@@ -588,11 +588,7 @@ export async function agentCommand(
       });
     }
 
-    let resolvedThinkLevel =
-      thinkOnce ??
-      thinkOverride ??
-      persistedThinking ??
-      (agentCfg?.thinkingDefault as ThinkLevel | undefined);
+    let resolvedThinkLevel = thinkOnce ?? thinkOverride ?? persistedThinking;
     const resolvedVerboseLevel =
       verboseOverride ?? persistedVerbose ?? (agentCfg?.verboseDefault as VerboseLevel | undefined);
 
diff --git a/src/cron/isolated-agent/run.ts b/src/cron/isolated-agent/run.ts
index adde8db59c2..623cc6e3eb2 100644
--- a/src/cron/isolated-agent/run.ts
+++ b/src/cron/isolated-agent/run.ts
@@ -299,16 +299,15 @@ export async function runCronIsolatedAgentTurn(params: {
     }
   }
 
-  // Resolve thinking level - job thinking > hooks.gmail.thinking > agent default
+  // Resolve thinking level - job thinking > hooks.gmail.thinking > model/global defaults
   const hooksGmailThinking = isGmailHook
     ? normalizeThinkLevel(params.cfg.hooks?.gmail?.thinking)
     : undefined;
-  const thinkOverride = normalizeThinkLevel(agentCfg?.thinkingDefault);
   const jobThink = normalizeThinkLevel(
     (params.job.payload.kind === "agentTurn" ? params.job.payload.thinking : undefined) ??
       undefined,
   );
-  let thinkLevel = jobThink ?? hooksGmailThinking ?? thinkOverride;
+  let thinkLevel = jobThink ?? hooksGmailThinking;
   if (!thinkLevel) {
     thinkLevel = resolveThinkingDefault({
       cfg: cfgWithAgentDefaults,
diff --git a/src/gateway/server-methods/chat.ts b/src/gateway/server-methods/chat.ts
index c7773a873b4..e5202392a36 100644
--- a/src/gateway/server-methods/chat.ts
+++ b/src/gateway/server-methods/chat.ts
@@ -574,20 +574,15 @@ export const chatHandlers: GatewayRequestHandlers = {
     }
     let thinkingLevel = entry?.thinkingLevel;
     if (!thinkingLevel) {
-      const configured = cfg.agents?.defaults?.thinkingDefault;
-      if (configured) {
-        thinkingLevel = configured;
-      } else {
-        const sessionAgentId = resolveSessionAgentId({ sessionKey, config: cfg });
-        const { provider, model } = resolveSessionModelRef(cfg, entry, sessionAgentId);
-        const catalog = await context.loadGatewayModelCatalog();
-        thinkingLevel = resolveThinkingDefault({
-          cfg,
-          provider,
-          model,
-          catalog,
-        });
-      }
+      const sessionAgentId = resolveSessionAgentId({ sessionKey, config: cfg });
+      const { provider, model } = resolveSessionModelRef(cfg, entry, sessionAgentId);
+      const catalog = await context.loadGatewayModelCatalog();
+      thinkingLevel = resolveThinkingDefault({
+        cfg,
+        provider,
+        model,
+        catalog,
+      });
     }
     const verboseLevel = entry?.verboseLevel ?? cfg.agents?.defaults?.verboseDefault;
     respond(true, {