diff --git a/guard/guard.go b/guard/guard.go
index b2d67c4..fd437d9 100644
--- a/guard/guard.go
+++ b/guard/guard.go
@@ -103,7 +103,7 @@ func (g *Guard) applyIntercept(ctx context.Context, ev hook.Event, cmd string) h
 	case "deny":
 		// 观测:deny 命中不阻塞审批,直接记一条 denied（历史/任务拦截页可见）。
 		g.interceptor.Log(ctx, intercept.ConvIDFromContext(ctx), dec, ev.ToolName, ev.Input, "denied")
-		return g.block(ev.ToolName, dec.Message, "")
+		return g.block(ev.ToolName, systemBlockMessage(dec.Message), "")
 	case "allow":
 		// Record explicit rule and model approvals so review details remain auditable.
 		g.interceptor.Log(ctx, intercept.ConvIDFromContext(ctx), dec, ev.ToolName, ev.Input, "allowed")
@@ -113,17 +113,34 @@ func (g *Guard) applyIntercept(ctx context.Context, ev hook.Event, cmd string) h
 		// immediately without creating a pending record — avoids orphaned DB entries
 		// and makes execOne complete fast, reducing the race against drainSynthetic.
 		if ctx.Err() != nil {
-			return g.block(ev.ToolName, "工作已取消，拦截规则阻止执行", "")
+			return g.block(ev.ToolName, systemBlockMessage("工作已取消，平台安全管控阻止执行"), "")
 		}
 		convID := intercept.ConvIDFromContext(ctx)
 		if !g.interceptor.HandleAsk(ctx, convID, dec, ev.ToolName, ev.Input) {
-			return g.block(ev.ToolName, "用户拒绝或审批超时", "")
+			return g.block(ev.ToolName, systemBlockMessage("人工审批未通过（用户拒绝或审批超时）"), "")
 		}
 		return hook.Result{}
 	}
 	return hook.Result{}
 }
 
+// systemBlockMessage frames an intercept block as an ARTEX platform-governance
+// decision so the agent does not mistake it for a target-side defense.
+//
+// The bare reasons ("禁止执行此工具" / "用户拒绝") read exactly like a WAF/403 on
+// the target, so a pentest agent's instinct is to bypass them — rewrite the
+// command, swap the payload, re-encode, retry. That is both futile (the platform
+// blocks the class of action, not one string) and wrong (it's a policy decision,
+// not an obstacle to defeat). This prefix states plainly that the block comes
+// from the platform, is not the target's protection, and that the operation is
+// forbidden — so the agent pivots to another approach instead of evading it.
+// Audit/history rows keep the raw reason (see Interceptor.Log); only the
+// model-facing tool_result carries this framing.
+func systemBlockMessage(reason string) string {
+	return "【ARTEX 平台管控·非目标防御】此调用被平台拦截。" +
+		"原因：" + reason + "。此操作被禁止。"
+}
+
 // judgeSubject builds the text the LLM fallback judge evaluates: the shell
 // command for shell tools, or the raw tool input JSON for others (Write/Edit/…)
 // so the model sees what is being written/requested.