diff --git a/.changeset/auto-unanalyzable-command-allow.md b/.changeset/auto-unanalyzable-command-allow.md
new file mode 100644
index 0000000000..32b3d15684
--- /dev/null
+++ b/.changeset/auto-unanalyzable-command-allow.md
@@ -0,0 +1,5 @@
+---
+"@moonshot-ai/kimi-code": patch
+---
+
+Stop blocking dangerous commands and commands that cannot be statically analyzed in auto permission mode.
diff --git a/docs/en/configuration/config-files.md b/docs/en/configuration/config-files.md
index 15119726b2..abbb4f4655 100644
--- a/docs/en/configuration/config-files.md
+++ b/docs/en/configuration/config-files.md
@@ -479,7 +479,7 @@ api_key = "sk-xxx"
 
 `permission` sets permission rules that are automatically loaded when a session starts, controlling whether the Agent needs user confirmation before calling a tool. Rules are written as a `[[permission.rules]]` array of tables, matched in order; the first matching rule takes effect.
 
-You can also set `dangerous_command_guard = false` under `[permission]` to turn off the built-in dangerous-command policy entirely (no dangerous-command ask or auto-mode deny); the default is `true`. An environment variable `KIMI_CODE_DANGEROUS_COMMAND_GUARD=false` overrides the file setting and restores the behavior before the policy was introduced. Use this switch only for environments that already gate commands outside the agent.
+You can also set `dangerous_command_guard = false` under `[permission]` to turn off the built-in dangerous-command policy entirely (no dangerous-command confirmation in Always Ask and Ask When Needed mode; the policy is never active in Never Ask mode); the default is `true`. An environment variable `KIMI_CODE_DANGEROUS_COMMAND_GUARD=false` overrides the file setting and restores the behavior before the policy was introduced. Use this switch only for environments that already gate commands outside the agent.
 
 | Field | Type | Required | Description |
 | --- | --- | --- | --- |
diff --git a/docs/en/guides/interaction.md b/docs/en/guides/interaction.md
index 71329bc1bf..1f6bf581b9 100644
--- a/docs/en/guides/interaction.md
+++ b/docs/en/guides/interaction.md
@@ -66,7 +66,7 @@ Approvals are not triggered for regular tool calls in Ask When Needed mode, nor
 
 **Ask When Needed mode** (formerly YOLO), toggled with `/ask-when-needed`, auto-approves regular tool calls, making it suitable for batch tasks you know are safe. It still asks before sensitive actions — accessing sensitive files such as `.env` or SSH keys, running dangerous commands such as `shutdown` or `rm -rf`, or exiting Plan mode — and the agent can still ask you questions.
 
-**Never Ask mode** (formerly Auto), toggled with `/never-ask`, is the fully unattended mode: every tool approval is handled automatically, including sensitive files and plan exits, and the agent never asks you questions — it decides everything on its own. The only exception is the built-in dangerous-command guard: commands such as `shutdown`, `reboot`, or `rm -rf` are always blocked in Never Ask mode, and always require your confirmation in Always Ask and Ask When Needed mode.
+**Never Ask mode** (formerly Auto), toggled with `/never-ask`, is the fully unattended mode: every tool approval is handled automatically, including sensitive files and plan exits, and the agent never asks you questions — it decides everything on its own. The built-in dangerous-command guard asks for your confirmation before commands such as `shutdown`, `reboot`, or `rm -rf` in Always Ask and Ask When Needed mode; in Never Ask mode these commands run without interruption.
 
 
 ## Mode switching
diff --git a/docs/zh/configuration/config-files.md b/docs/zh/configuration/config-files.md
index bc880e6112..2f066b0517 100644
--- a/docs/zh/configuration/config-files.md
+++ b/docs/zh/configuration/config-files.md
@@ -478,7 +478,7 @@ api_key = "sk-xxx"
 
 `permission` 设置会话启动时自动加载的权限规则，控制 Agent 调用工具时是否需要用户确认。规则用 `[[permission.rules]]` 数组表写出，按顺序匹配，第一条命中即生效。
 
-也可以在 `[permission]` 下设置 `dangerous_command_guard = false` 完全关闭内置危险命令策略（不再触发危险命令审批或 auto 模式拒绝），默认 `true`。环境变量 `KIMI_CODE_DANGEROUS_COMMAND_GUARD=false` 会覆盖文件设置并恢复策略引入前的行为。此开关只适用于已经在 Agent 之外统一命令限权的环境。
+也可以在 `[permission]` 下设置 `dangerous_command_guard = false` 完全关闭内置危险命令策略（"Always Ask" 和 "Ask When Needed" 模式下不再触发危险命令审批；"Never Ask" 模式本就不启用该策略），默认 `true`。环境变量 `KIMI_CODE_DANGEROUS_COMMAND_GUARD=false` 会覆盖文件设置并恢复策略引入前的行为。此开关只适用于已经在 Agent 之外统一命令限权的环境。
 
 | 字段 | 类型 | 必填 | 说明 |
 | --- | --- | --- | --- |
diff --git a/docs/zh/guides/interaction.md b/docs/zh/guides/interaction.md
index ceae4be598..4d577d9c54 100644
--- a/docs/zh/guides/interaction.md
+++ b/docs/zh/guides/interaction.md
@@ -66,7 +66,7 @@ Agent 调用会产生副作用的工具（修改文件、执行命令等）时
 
 **"Ask When Needed"**（必要时询问，原 YOLO）用 `/ask-when-needed` 切换，自动批准普通工具调用，适合已知安全的批处理任务。敏感操作仍会询问——例如访问 `.env`、SSH 私钥等敏感文件、执行 `shutdown`、`rm -rf` 这类危险命令，或退出 Plan 模式——Agent 也仍可能向你提问。
 
-**"Never Ask"**（完全自动，原 Auto）用 `/never-ask` 切换，是完全无人值守模式：所有工具审批自动处理，包括敏感文件和计划退出，且 Agent 不会向你提问，完全由它自己做决定。唯一的例外是内置的危险命令拦截：`shutdown`、`reboot`、`rm -rf` 这类命令在 "Never Ask" 模式下会被直接拒绝，在 "Always Ask" 和 "Ask When Needed" 模式下必须经你确认。
+**"Never Ask"**（完全自动，原 Auto）用 `/never-ask` 切换，是完全无人值守模式：所有工具审批自动处理，包括敏感文件和计划退出，且 Agent 不会向你提问，完全由它自己做决定。内置的危险命令拦截会在 "Always Ask" 和 "Ask When Needed" 模式下要求你确认 `shutdown`、`reboot`、`rm -rf` 这类命令；在 "Never Ask" 模式下这些命令直接执行，不再拦截。
 
 
 ## 模式切换
diff --git a/packages/agent-core-v2/src/agent/permissionPolicy/policies/dangerous-command-ask.ts b/packages/agent-core-v2/src/agent/permissionPolicy/policies/dangerous-command-ask.ts
index f7c2a561ef..6bf4cd2af9 100644
--- a/packages/agent-core-v2/src/agent/permissionPolicy/policies/dangerous-command-ask.ts
+++ b/packages/agent-core-v2/src/agent/permissionPolicy/policies/dangerous-command-ask.ts
@@ -119,6 +119,7 @@ export class DangerousCommandAskPermissionPolicyService implements PermissionPol
 
   evaluate(context: ResolvedToolExecutionHookContext): PermissionPolicyResult | undefined {
     if (!isDangerousCommandGuardEnabled(this.config)) return undefined;
+    if (this.modeService.mode === 'auto') return undefined;
     if (context.toolCall.name !== 'Bash') return undefined;
     const command = bashCommandText(context.args);
     const verdict =
@@ -128,25 +129,9 @@ export class DangerousCommandAskPermissionPolicyService implements PermissionPol
             this.bashParser.parse(source, PARSE_OPTIONS),
           );
     if (verdict === undefined) return undefined;
-    const auto = this.modeService.mode === 'auto';
     if (verdict.kind === 'dangerous') {
-      if (auto) {
-        return {
-          kind: 'deny',
-          reason: { dangerous_command: verdict.command },
-          message: `Bash command '${verdict.command}' is blocked in auto permission mode because it is considered dangerous. Ask the user to switch permission mode or run it themselves.`,
-        };
-      }
       return { kind: 'ask', reason: { dangerous_command: verdict.command } };
     }
-    if (auto) {
-      return {
-        kind: 'deny',
-        reason: { unanalyzable_command: true },
-        message:
-          'This Bash command could not be analyzed and is blocked in auto permission mode. Rewrite it with a literal command name and arguments, or ask the user to run it themselves.',
-      };
-    }
     return { kind: 'ask', reason: { unanalyzable_command: true } };
   }
 }
diff --git a/packages/agent-core-v2/test/agent/permissionPolicy/permissionPolicyService.test.ts b/packages/agent-core-v2/test/agent/permissionPolicy/permissionPolicyService.test.ts
index 056b46eda8..1db90dcc59 100644
--- a/packages/agent-core-v2/test/agent/permissionPolicy/permissionPolicyService.test.ts
+++ b/packages/agent-core-v2/test/agent/permissionPolicy/permissionPolicyService.test.ts
@@ -236,19 +236,19 @@ describe('AgentPermissionPolicyService chain', () => {
   );
 
   it.each([
-    ['shutdown -h now', 'shutdown'],
-    ['reboot', 'reboot'],
-    ['rm -rf /tmp/build', 'rm -rf'],
-    ['dd if=/dev/zero of=/dev/sda bs=1M', 'dd'],
-  ] as const)('denies `%s` in auto mode', async (command, matched) => {
+    'shutdown -h now',
+    'reboot',
+    'rm -rf /tmp/build',
+    'dd if=/dev/zero of=/dev/sda bs=1M',
+  ])('approves `%s` in auto mode', async (command) => {
     mode = 'auto';
 
     await expect(evaluate({
       toolName: 'Bash',
       args: { command, timeout: 60 },
     })).resolves.toMatchObject({
-      policyName: 'dangerous-command-ask',
-      result: { kind: 'deny', reason: { dangerous_command: matched } },
+      policyName: 'auto-mode-approve',
+      result: { kind: 'approve' },
     });
   });
 
@@ -370,7 +370,7 @@ describe('AgentPermissionPolicyService chain', () => {
   });
 
   it.each(['$CMD --force', 'bash -c "echo $HOME"', 'env $FLAGS'])(
-    'denies unanalyzable command `%s` in auto mode',
+    'approves unanalyzable command `%s` in auto mode',
     async (command) => {
       mode = 'auto';
 
@@ -378,8 +378,8 @@ describe('AgentPermissionPolicyService chain', () => {
         toolName: 'Bash',
         args: { command, timeout: 60 },
       })).resolves.toMatchObject({
-        policyName: 'dangerous-command-ask',
-        result: { kind: 'deny', reason: { unanalyzable_command: true } },
+        policyName: 'auto-mode-approve',
+        result: { kind: 'approve' },
       });
     },
   );