diff --git a/apps/ai-game-creator-shell/src-tauri/src/agent/direct_turn_error.rs b/apps/ai-game-creator-shell/src-tauri/src/agent/direct_turn_error.rs
index 1afcb32ea..b8d0ea853 100644
--- a/apps/ai-game-creator-shell/src-tauri/src/agent/direct_turn_error.rs
+++ b/apps/ai-game-creator-shell/src-tauri/src/agent/direct_turn_error.rs
@@ -492,9 +492,11 @@ impl DirectTurnError {
     pub(crate) fn is_model_repairable(&self) -> bool {
         match self {
             Self::ModelCallFailed { kind, .. } => kind.is_model_repairable(),
-            // 阶段失败 / 桥变体：只认得出的事实才拦（产生层还没 typed 出口的深层事实）。
+            // 阶段失败 / 桥变体：**认出是哪一类就拦**（产生层还没 typed 出口的深层事实才继续
+            // 反馈）。已归类的都是模型改不动的事实——凭据 / 权限 / 额度 / 历史一致性与契约变化，
+            // 把同一份输入再跑一轮只会拿到同一结论；旧的字面量判据也是这个口径。
             Self::TurnFailed { detail, .. } | Self::TurnFailedUnclassified { detail } => {
-                DirectDomainFact::classify(detail).is_none_or(DirectDomainFact::invites_repair)
+                DirectDomainFact::classify(detail).is_none()
             }
             _ => false,
         }
@@ -827,29 +829,6 @@ impl DirectDomainFact {
             .map(|(fact, _)| *fact)
     }
 
-    /// 值不值得把这条失败作为下一轮调试上下文反馈给模型。
-    fn invites_repair(self) -> bool {
-        match self {
-            Self::ArtIdentityRejected | Self::ContractChanged => false,
-            Self::PaidCreditsInsufficient
-            | Self::CredentialStorageUnprepared
-            | Self::CredentialNotPersisted
-            | Self::LocalDeveloperKeyMissing
-            | Self::AuthenticationRejected
-            | Self::PermissionDenied
-            | Self::CredentialsUnavailable
-            | Self::HistoryInjectionOversize
-            | Self::HistoryShapeUnsupported
-            | Self::HistoryContention
-            | Self::ProjectWriteLockContention
-            | Self::ValidationBudgetExhausted
-            | Self::ValidationAlreadyRunning
-            | Self::PlaytestAttemptLimitExceeded
-            | Self::ToolArgumentsInvalid
-            | Self::Cancelled => false,
-        }
-    }
-
     /// 用户重试这一轮有没有意义：同一份输入每次都会得到同一结论的事实不标可重试。
     fn is_retryable(self) -> bool {
         match self {