From 338cde1505e64c048fdfded837a886f9e686ae35 Mon Sep 17 00:00:00 2001
From: Zyy <0x@ainz.cc>
Date: Fri, 16 Oct 2026 15:13:56 +0800
Subject: [PATCH] feat(scheduling): add plugin filtering and remove automatic
 switchback (#446)

* feat(scheduling): add plugin filtering and remove automatic switchback

Add scheduler v2 filtered delegation across native selection, affinity,
capacity waits, and lease retries. Keep plugin configuration and business
rules owned by plugins without legacy scheduler compatibility.

Remove automatic switchback from the runtime, SDK, and settings UI.
Migrate the existing settings JSON without creating new tables.

Co-authored-by: Codex <noreply@openai.com>

* fix(dev): align plugin source checks with scheduler v2

Update the workbench submodule to the v2-capable SDK and scheduler,
and document the explicit scheduler manifest version.

Co-authored-by: Codex <noreply@openai.com>

---------

Co-authored-by: Zyy <zyycn@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
---
 .../gateway-api/tests/admin/settings.rs       |   6 +-
 .../gateway-core/src/account/selection.rs     |  19 +-
 .../src/account/smart_scheduling.rs           |  38 +--
 .../gateway-core/src/engine/coordinator.rs    |   1 -
 backend/crates/gateway-core/src/engine/mod.rs |   2 +-
 .../crates/gateway-core/src/engine/policy.rs  |  62 +++-
 .../crates/gateway-core/tests/account/mod.rs  |   1 +
 .../tests/account/smart_scheduling.rs         |  99 +++----
 .../tests/engine/execution/mod.rs             |  15 +-
 .../gateway-core/tests/engine/policy.rs       | 212 ++++++++++++--
 .../gateway-core/tests/routing/snapshot.rs    |   2 +-
 .../runtime/plugin-host-compatibility.json    |   2 +-
 .../src/adapter/policy/route_schedule.rs      |  19 +-
 .../runtime/tests/generation/policy/mod.rs    |   6 +-
 .../tests/generation/policy/scheduling.rs     |  69 +++++
 .../runtime/tests/support/mod.rs              |   2 +-
 backend/crates/gateway-plugin/sdk/README.md   |   2 +-
 .../gateway-plugin/sdk/docs/capabilities.md   |  18 ++
 .../gateway-plugin/sdk/docs/manifest.md       |   2 +-
 .../gateway-plugin/sdk/src/call/policy.rs     |  10 +-
 .../sdk/src/call/services/settings.rs         |   1 -
 .../gateway-plugin/sdk/src/capability.rs      |   3 +-
 .../gateway-plugin/sdk/tests/call/policy.rs   |  21 ++
 .../gateway-plugin/sdk/tests/manifest.rs      |  23 ++
 .../tests/postgres/runtime_settings.rs        |  48 +++-
 .../openai/src/credential/selector.rs         |  84 +++---
 .../openai/src/provider/observation.rs        |   3 +-
 .../tests/credential/contract/capacity.rs     | 229 ++++++++++++++-
 .../openai/tests/credential/contract/mod.rs   | 117 ++++----
 .../tests/credential/quota/scheduling.rs      |   1 +
 .../provider/contract/session_binding.rs      |  50 +++-
 .../providers/xai/src/credential/selector.rs  |  18 +-
 .../providers/xai/src/provider/failure.rs     |  12 +
 .../providers/xai/src/transport/session.rs    |   3 +
 .../xai/tests/credential/selector.rs          |  19 +-
 .../xai/tests/provider/contract/mod.rs        |   1 +
 .../xai/tests/provider/contract/scheduling.rs | 272 ++++++++++++++++++
 backend/migrations/.frozen-sha256             |   1 +
 .../0035_remove_smart_switchback.sql          |   8 +
 docs/api.md                                   |  10 +-
 docs/architecture.md                          |   5 +-
 frontend/src/api/modules/settings/index.ts    |   1 -
 .../components/SmartSchedulingModal.vue       |  37 +--
 frontend/src/views/settings/constants.ts      |   2 +-
 modules/plugins                               |   2 +-
 45 files changed, 1224 insertions(+), 334 deletions(-)
 create mode 100644 backend/crates/gateway-plugin/runtime/tests/generation/policy/scheduling.rs
 create mode 100644 backend/crates/providers/xai/tests/provider/contract/scheduling.rs
 create mode 100644 backend/migrations/0035_remove_smart_switchback.sql

diff --git a/backend/crates/gateway-api/tests/admin/settings.rs b/backend/crates/gateway-api/tests/admin/settings.rs
index c7019c46d..1c889dab6 100644
--- a/backend/crates/gateway-api/tests/admin/settings.rs
+++ b/backend/crates/gateway-api/tests/admin/settings.rs
@@ -141,7 +141,7 @@ async fn smart_settings_round_trip_and_invalid_updates_leave_the_saved_value_int
     let fixture = AdminTestFixture::new().await;
     fixture.auth.insert_session("valid-session");
     let mut body = update_body();
-    let custom = json!({"loadWeight": 2.0, "quotaWeight": 0.0, "healthWeight": 1.0, "latencyWeight": 0.5, "resetWeight": 1.2, "queueWeight": 2.3, "preferHigherWeight": true});
+    let custom = json!({"loadWeight": 2.0, "quotaWeight": 0.0, "healthWeight": 1.0, "latencyWeight": 0.5, "resetWeight": 1.2, "queueWeight": 2.3});
     body["smartScheduling"] = custom.clone();
     let response = app(fixture.state())
         .oneshot(request(
@@ -161,8 +161,8 @@ async fn smart_settings_round_trip_and_invalid_updates_leave_the_saved_value_int
     let mut invalid_values = vec![
         json!(null),
         json!({}),
-        json!({"loadWeight":0,"quotaWeight":0,"healthWeight":0,"latencyWeight":0,"resetWeight":0,"queueWeight":0,"preferHigherWeight":true}),
-        json!({"loadWeight":0.01,"quotaWeight":1,"healthWeight":1,"latencyWeight":1,"resetWeight":0,"queueWeight":0,"preferHigherWeight":false}),
+        json!({"loadWeight":0,"quotaWeight":0,"healthWeight":0,"latencyWeight":0,"resetWeight":0,"queueWeight":0}),
+        json!({"loadWeight":0.01,"quotaWeight":1,"healthWeight":1,"latencyWeight":1,"resetWeight":0,"queueWeight":0}),
     ];
     for field in ["resetWeight", "queueWeight"] {
         for value in [json!(-0.1), json!(10.1), json!(0.01), json!(null)] {
diff --git a/backend/crates/gateway-core/src/account/selection.rs b/backend/crates/gateway-core/src/account/selection.rs
index 28adbab90..ecec5a796 100644
--- a/backend/crates/gateway-core/src/account/selection.rs
+++ b/backend/crates/gateway-core/src/account/selection.rs
@@ -510,6 +510,8 @@ pub struct AccountSelectionContext {
     pub policy: AccountSelectionPolicy,
     pub now: SystemTime,
     pub excluded_accounts: BTreeSet<ProviderAccountId>,
+    /// 租约争用或队列让位只阻止立即选号，不排除等待资格
+    pub busy_accounts: BTreeSet<ProviderAccountId>,
     pub preferred_account: Option<ProviderAccountId>,
     /// 优先账号可调度时，是否优先于其它账号的持久权重
     pub preferred_account_overrides_weight: bool,
@@ -602,7 +604,7 @@ impl<'a> AccountSelection<'a> {
 pub struct AccountSelector;
 
 impl AccountSelector {
-    /// 返回调度策略可见的全部合格候选；权重层授权由调用策略的宿主适配器裁剪
+    /// 策略同时约束立即选号与等待，候选保留仅因本地容量受阻的账号
     #[must_use]
     pub(crate) fn policy_candidates<'a>(
         &self,
@@ -611,7 +613,12 @@ impl AccountSelector {
     ) -> Vec<&'a AccountCandidate> {
         candidates
             .iter()
-            .filter(|candidate| self.scheduling_blocker(candidate, context).is_none())
+            .filter(|candidate| {
+                matches!(
+                    self.scheduling_blocker(candidate, context),
+                    None | Some(AccountSchedulingBlocker::ConcurrencyLimit)
+                )
+            })
             .collect()
     }
 
@@ -697,10 +704,7 @@ impl AccountSelector {
             .max()?;
         let (mut preferred, preferred_candidate) = self.preferred_decision(candidates, context);
         if let Some(candidate) = preferred_candidate {
-            // 权重回切只裁决内置策略的软亲和，插件显式选号按实际选择记录结果
-            let prefer_higher_weight = context.policy.strategy() == RotationStrategy::Smart
-                && context.policy.smart_scheduling().prefer_higher_weight();
-            if (!context.preferred_account_overrides_weight || prefer_higher_weight)
+            if !context.preferred_account_overrides_weight
                 && candidate.account.weight() < highest_weight
             {
                 preferred =
@@ -860,6 +864,9 @@ impl AccountSelector {
         if context.excluded_accounts.contains(candidate.account.id()) {
             return Some(AccountSchedulingBlocker::Excluded);
         }
+        if context.busy_accounts.contains(candidate.account.id()) {
+            return Some(AccountSchedulingBlocker::ConcurrencyLimit);
+        }
         if context
             .concurrency_limit(&candidate.account)
             .limit()
diff --git a/backend/crates/gateway-core/src/account/smart_scheduling.rs b/backend/crates/gateway-core/src/account/smart_scheduling.rs
index c87206075..3d9ccedad 100644
--- a/backend/crates/gateway-core/src/account/smart_scheduling.rs
+++ b/backend/crates/gateway-core/src/account/smart_scheduling.rs
@@ -6,7 +6,6 @@ use serde::{Deserialize, Serialize};
 #[serde(into = "SmartSchedulingValues")]
 pub struct SmartSchedulingConfig {
     weights: [u8; 6],
-    prefer_higher_weight: bool,
 }
 
 impl<'de> Deserialize<'de> for SmartSchedulingConfig {
@@ -24,7 +23,6 @@ impl Default for SmartSchedulingConfig {
     fn default() -> Self {
         Self {
             weights: [10, 8, 10, 5, 0, 0],
-            prefer_higher_weight: false,
         }
     }
 }
@@ -39,10 +37,7 @@ pub enum SmartSchedulingConfigError {
 
 impl SmartSchedulingConfig {
     /// 顺序为负载、剩余额度、健康、首输出延迟、额度重置和排队压力
-    pub fn new(
-        weights: [f64; 6],
-        prefer_higher_weight: bool,
-    ) -> Result<Self, SmartSchedulingConfigError> {
+    pub fn new(weights: [f64; 6]) -> Result<Self, SmartSchedulingConfigError> {
         let mut tenths = [0; 6];
         for (index, field) in [
             "loadWeight",
@@ -67,10 +62,7 @@ impl SmartSchedulingConfig {
         if tenths == [0; 6] {
             return Err(SmartSchedulingConfigError::EmptyWeights);
         }
-        Ok(Self {
-            weights: tenths,
-            prefer_higher_weight,
-        })
+        Ok(Self { weights: tenths })
     }
 
     #[must_use]
@@ -78,11 +70,6 @@ impl SmartSchedulingConfig {
         self.weights.map(|weight| f64::from(weight) / 10.0)
     }
 
-    #[must_use]
-    pub const fn prefer_higher_weight(self) -> bool {
-        self.prefer_higher_weight
-    }
-
     pub(crate) fn score_tolerance(self) -> f64 {
         // 与系数同步缩放，避免仅放大相同比例的系数就改变近似最优候选集合
         // 排队系数只参与入队选择，不能放大立即选号的候选容差
@@ -105,24 +92,20 @@ struct SmartSchedulingValues {
     latency_weight: f64,
     reset_weight: f64,
     queue_weight: f64,
-    prefer_higher_weight: bool,
 }
 
 impl TryFrom<SmartSchedulingValues> for SmartSchedulingConfig {
     type Error = SmartSchedulingConfigError;
 
     fn try_from(value: SmartSchedulingValues) -> Result<Self, Self::Error> {
-        Self::new(
-            [
-                value.load_weight,
-                value.quota_weight,
-                value.health_weight,
-                value.latency_weight,
-                value.reset_weight,
-                value.queue_weight,
-            ],
-            value.prefer_higher_weight,
-        )
+        Self::new([
+            value.load_weight,
+            value.quota_weight,
+            value.health_weight,
+            value.latency_weight,
+            value.reset_weight,
+            value.queue_weight,
+        ])
     }
 }
 
@@ -143,7 +126,6 @@ impl From<SmartSchedulingConfig> for SmartSchedulingValues {
             latency_weight,
             reset_weight,
             queue_weight,
-            prefer_higher_weight: value.prefer_higher_weight,
         }
     }
 }
diff --git a/backend/crates/gateway-core/src/engine/coordinator.rs b/backend/crates/gateway-core/src/engine/coordinator.rs
index 9da9e9713..a4e017ef7 100644
--- a/backend/crates/gateway-core/src/engine/coordinator.rs
+++ b/backend/crates/gateway-core/src/engine/coordinator.rs
@@ -304,7 +304,6 @@ where
                     "queueTimeoutMs": plan.account_selection_policy().queue_policy().timeout.as_millis(),
                     "sessionAffinityTtlMs": plan.account_selection_policy().openai_session_affinity_ttl().as_millis(),
                     "smartWeights": plan.account_selection_policy().smart_scheduling().weights(),
-                    "preferHigherWeight": plan.account_selection_policy().smart_scheduling().prefer_higher_weight(),
                 },
                 "requiredAccount": account_selection.required_account().map(|account| account.as_str()),
                 "hasMiddleware": middleware.is_some(),
diff --git a/backend/crates/gateway-core/src/engine/mod.rs b/backend/crates/gateway-core/src/engine/mod.rs
index 5a52bdf02..d96b74310 100644
--- a/backend/crates/gateway-core/src/engine/mod.rs
+++ b/backend/crates/gateway-core/src/engine/mod.rs
@@ -829,7 +829,7 @@ impl AttemptContext {
         provider: &ProviderKind,
         model: Option<&str>,
         candidates: &'a [AccountCandidate],
-        context: &AccountSelectionContext,
+        context: &mut AccountSelectionContext,
     ) -> Result<Option<AccountSelection<'a>>, policy::AccountPolicyError> {
         match self.request.request_policy() {
             Some(policy) => {
diff --git a/backend/crates/gateway-core/src/engine/policy.rs b/backend/crates/gateway-core/src/engine/policy.rs
index 6ee86cef8..cabb2cb34 100644
--- a/backend/crates/gateway-core/src/engine/policy.rs
+++ b/backend/crates/gateway-core/src/engine/policy.rs
@@ -113,6 +113,7 @@ pub enum ModelRouteDecision {
 #[derive(Debug, Clone, PartialEq, Eq)]
 pub struct AccountScheduleCandidate {
     account_id: ProviderAccountId,
+    available: bool,
     weight: u16,
     in_flight: u32,
     maximum_concurrency: u32,
@@ -124,6 +125,11 @@ pub struct AccountScheduleCandidate {
 }
 
 impl AccountScheduleCandidate {
+    #[must_use]
+    pub const fn available(&self) -> bool {
+        self.available
+    }
+
     #[must_use]
     pub const fn account_id(&self) -> &ProviderAccountId {
         &self.account_id
@@ -242,6 +248,7 @@ impl AccountScheduleInput {
 pub enum AccountScheduleDecision {
     Pick(ProviderAccountId),
     Delegate,
+    DelegateFiltered(BTreeSet<ProviderAccountId>),
     Reject,
 }
 
@@ -284,6 +291,8 @@ pub struct RequestPolicyFault;
 /// Provider 选择器需要区分明确拒绝、策略故障和等待期间过期的选择
 #[derive(Debug, Clone, Copy, PartialEq, Eq, thiserror::Error)]
 pub enum AccountPolicyError {
+    #[error("account scheduling policy left no selectable account")]
+    Filtered,
     #[error("account scheduling policy rejected the request")]
     Rejected,
     #[error("account scheduling policy failed")]
@@ -414,14 +423,14 @@ impl RequestPolicyContext {
             .await
     }
 
-    /// 硬绑定已在候选资格中收窄；插件先决定，委托时再采用内置亲和与排序
+    /// 插件只处理宿主候选；返回后的上下文保留过滤结果，供亲和重选和等待共用
     pub async fn select_account<'a>(
         &self,
         attempt_index: NonZeroU32,
         provider: &ProviderKind,
         model: Option<&str>,
         candidates: &'a [AccountCandidate],
-        context: &AccountSelectionContext,
+        context: &mut AccountSelectionContext,
     ) -> Result<Option<AccountSelection<'a>>, AccountPolicyError> {
         let eligible = AccountSelector.policy_candidates(candidates, context);
         if eligible.is_empty() {
@@ -431,6 +440,9 @@ impl RequestPolicyContext {
             .iter()
             .map(|candidate| AccountScheduleCandidate {
                 account_id: candidate.account.id().clone(),
+                available: AccountSelector
+                    .scheduling_blocker(candidate, context)
+                    .is_none(),
                 weight: candidate.account.weight().get(),
                 in_flight: candidate.signals.in_flight,
                 maximum_concurrency: context.concurrency_limit(&candidate.account).get(),
@@ -458,27 +470,47 @@ impl RequestPolicyContext {
             .map_err(|_| AccountPolicyError::Fault)?;
         // 插件调用可能消耗显著时间；无论插件选择还是委托，均用返回时刻重新执行
         // 同一资格判断，不能让调用前尚未过期的候选在调用后被内置策略选中
-        let mut current = context.clone();
-        current.now = SystemTime::now();
         match decision {
-            AccountScheduleDecision::Delegate => AccountSelector
-                .select(candidates, &current)
-                .map(Some)
-                .ok_or(AccountPolicyError::StaleCandidate),
-            AccountScheduleDecision::Reject => Err(AccountPolicyError::Rejected),
-            AccountScheduleDecision::Pick(account_id) => {
-                if !eligible
+            AccountScheduleDecision::Delegate => {}
+            AccountScheduleDecision::Reject => return Err(AccountPolicyError::Rejected),
+            AccountScheduleDecision::DelegateFiltered(excluded) => {
+                let candidate_ids = eligible
                     .iter()
-                    .any(|candidate| candidate.account.id() == &account_id)
+                    .map(|candidate| candidate.account.id())
+                    .collect::<std::collections::HashSet<_>>();
+                if excluded.iter().any(|id| !candidate_ids.contains(id)) {
+                    return Err(AccountPolicyError::Fault);
+                }
+                let all_filtered = eligible
+                    .iter()
+                    .all(|candidate| excluded.contains(candidate.account.id()));
+                context.excluded_accounts.extend(excluded);
+                if all_filtered {
+                    return Err(AccountPolicyError::Filtered);
+                }
+            }
+            AccountScheduleDecision::Pick(account_id) => {
+                if AccountSelector
+                    .select_policy_candidate(candidates, context, &account_id)
+                    .is_none()
                 {
                     return Err(AccountPolicyError::Fault);
                 }
-                AccountSelector
-                    .select_policy_candidate(candidates, &current, &account_id)
+                context.now = SystemTime::now();
+                return AccountSelector
+                    .select_policy_candidate(candidates, context, &account_id)
                     .map(Some)
-                    .ok_or(AccountPolicyError::StaleCandidate)
+                    .ok_or(AccountPolicyError::StaleCandidate);
             }
         }
+        context.now = SystemTime::now();
+        if AccountSelector
+            .policy_candidates(candidates, context)
+            .is_empty()
+        {
+            return Err(AccountPolicyError::StaleCandidate);
+        }
+        Ok(AccountSelector.select(candidates, context))
     }
 }
 
diff --git a/backend/crates/gateway-core/tests/account/mod.rs b/backend/crates/gateway-core/tests/account/mod.rs
index fba309e4c..1905bdd53 100644
--- a/backend/crates/gateway-core/tests/account/mod.rs
+++ b/backend/crates/gateway-core/tests/account/mod.rs
@@ -102,6 +102,7 @@ fn context(strategy: RotationStrategy) -> AccountSelectionContext {
         policy: AccountSelectionPolicy::new(strategy, NonZeroU32::new(3).expect("positive")),
         now: SystemTime::now(),
         excluded_accounts: BTreeSet::new(),
+        busy_accounts: Default::default(),
         preferred_account: None,
         preferred_account_overrides_weight: false,
         round_robin_cursor: 0,
diff --git a/backend/crates/gateway-core/tests/account/smart_scheduling.rs b/backend/crates/gateway-core/tests/account/smart_scheduling.rs
index 3ab03f92d..d2cc6dd73 100644
--- a/backend/crates/gateway-core/tests/account/smart_scheduling.rs
+++ b/backend/crates/gateway-core/tests/account/smart_scheduling.rs
@@ -17,9 +17,9 @@ use super::{candidate_with_concurrency, context, weighted_candidate};
 fn reserved_pool_scoring_and_trace_use_its_capacity_instead_of_the_normal_limit() {
     let mut context = context(RotationStrategy::Smart);
     context.reserved_concurrency = 5;
-    context.policy = context.policy.with_smart_scheduling(
-        SmartSchedulingConfig::new([1.0, 0.0, 0.0, 0.0, 0.0, 0.0], false).unwrap(),
-    );
+    context.policy = context
+        .policy
+        .with_smart_scheduling(SmartSchedulingConfig::new([1.0, 0.0, 0.0, 0.0, 0.0, 0.0]).unwrap());
     let candidates = [
         candidate_with_concurrency("acct_large_normal", 2, 100),
         candidate_with_concurrency("acct_small_normal", 1, 1),
@@ -44,14 +44,14 @@ fn smart_config_rejects_invalid_weights_and_incomplete_wire_values() {
         for dimension in 0..6 {
             let mut weights = [1.0; 6];
             weights[dimension] = value;
-            assert!(SmartSchedulingConfig::new(weights, false).is_err());
+            assert!(SmartSchedulingConfig::new(weights).is_err());
         }
     }
-    assert!(SmartSchedulingConfig::new([0.0; 6], true).is_err());
+    assert!(SmartSchedulingConfig::new([0.0; 6]).is_err());
     for value in [json!({}), json!(null), json!({"loadWeight": 1.0})] {
         assert!(serde_json::from_value::<SmartSchedulingConfig>(value).is_err());
     }
-    let config = SmartSchedulingConfig::new([0.0, 0.1, 9.9, 10.0, 1.2, 2.3], true).unwrap();
+    let config = SmartSchedulingConfig::new([0.0, 0.1, 9.9, 10.0, 1.2, 2.3]).unwrap();
     let encoded = serde_json::to_value(config).unwrap();
     assert_eq!(
         serde_json::from_value::<SmartSchedulingConfig>(encoded).unwrap(),
@@ -62,9 +62,9 @@ fn smart_config_rejects_invalid_weights_and_incomplete_wire_values() {
 #[test]
 fn reset_weight_rewards_only_future_resets_and_preserves_capacity_checks() {
     let mut context = context(RotationStrategy::Smart);
-    context.policy = context.policy.with_smart_scheduling(
-        SmartSchedulingConfig::new([0.0, 0.0, 0.0, 0.0, 1.0, 0.0], false).unwrap(),
-    );
+    context.policy = context
+        .policy
+        .with_smart_scheduling(SmartSchedulingConfig::new([0.0, 0.0, 0.0, 0.0, 1.0, 0.0]).unwrap());
     let mut candidates = [
         candidate_with_concurrency("acct_unknown", 0, 2),
         candidate_with_concurrency("acct_past", 0, 2),
@@ -137,7 +137,7 @@ fn queue_weight_balances_live_pressure_and_health_only_when_enabled_for_smart()
         candidates[1].signals.failure_rate_basis_points = Some(6000);
         let mut context = context(strategy);
         context.policy = context.policy.with_smart_scheduling(
-            SmartSchedulingConfig::new([0.0, 0.0, 1.0, 0.0, 0.0, queue_weight], false).unwrap(),
+            SmartSchedulingConfig::new([0.0, 0.0, 1.0, 0.0, 0.0, queue_weight]).unwrap(),
         );
         let queue = ConcurrencyWaitQueue::default();
         let head = queue
@@ -197,7 +197,7 @@ fn queue_weight_does_not_widen_immediate_selection_tolerance() {
     context.round_robin_cursor = 1;
     for queue_weight in [0.0, 10.0] {
         context.policy = context.policy.with_smart_scheduling(
-            SmartSchedulingConfig::new([0.0, 1.0, 0.0, 0.0, 0.0, queue_weight], false).unwrap(),
+            SmartSchedulingConfig::new([0.0, 1.0, 0.0, 0.0, 0.0, queue_weight]).unwrap(),
         );
         assert_eq!(
             AccountSelector
@@ -210,9 +210,9 @@ fn queue_weight_does_not_widen_immediate_selection_tolerance() {
             "acct_a"
         );
     }
-    context.policy = context.policy.with_smart_scheduling(
-        SmartSchedulingConfig::new([0.0, 0.0, 0.0, 0.0, 0.0, 1.0], false).unwrap(),
-    );
+    context.policy = context
+        .policy
+        .with_smart_scheduling(SmartSchedulingConfig::new([0.0, 0.0, 0.0, 0.0, 0.0, 1.0]).unwrap());
     // 仅开启排队系数时，立即可用的同权重账号按既有游标轮换
     assert_eq!(
         AccountSelector
@@ -244,7 +244,7 @@ fn each_smart_weight_controls_its_signal_without_relaxing_capacity() {
         let mut context = context(RotationStrategy::Smart);
         context.policy = context
             .policy
-            .with_smart_scheduling(SmartSchedulingConfig::new(weights, false).unwrap());
+            .with_smart_scheduling(SmartSchedulingConfig::new(weights).unwrap());
         let selected = AccountSelector.select(&candidates, &context).unwrap();
         assert_eq!(
             selected.candidate().account.id().as_str(),
@@ -283,8 +283,7 @@ fn proportional_coefficients_preserve_near_best_rotation_and_diagnostics() {
     for scale in [1.0, 2.0, 5.0] {
         let mut context = context(RotationStrategy::Smart);
         context.policy = context.policy.with_smart_scheduling(
-            SmartSchedulingConfig::new([scale, 0.8 * scale, scale, 0.5 * scale, 0.0, 0.0], false)
-                .unwrap(),
+            SmartSchedulingConfig::new([scale, 0.8 * scale, scale, 0.5 * scale, 0.0, 0.0]).unwrap(),
         );
         let mut ids = Vec::new();
         for cursor in 0..4 {
@@ -313,64 +312,40 @@ fn proportional_coefficients_preserve_near_best_rotation_and_diagnostics() {
 }
 
 #[test]
-fn switchback_is_opt_in_and_only_affects_smart_soft_affinity() {
-    let mut candidates = [
-        weighted_candidate("acct_affinity", 10, 0),
-        weighted_candidate("acct_primary", 100, 0),
-    ];
+fn higher_weight_recovery_preserves_usable_soft_affinity() {
     for strategy in [
         RotationStrategy::Smart,
         RotationStrategy::Sticky,
         RotationStrategy::RoundRobin,
         RotationStrategy::QuotaResetPriority,
     ] {
+        let mut candidates = [
+            weighted_candidate("acct_affinity", 10, 0),
+            weighted_candidate("acct_primary", 100, 3),
+        ];
         let mut context = context(strategy);
         context.preferred_account = Some(candidates[0].account.id().clone());
         context.preferred_account_overrides_weight = true;
-        for enabled in [false, true] {
-            context.policy = context.policy.with_smart_scheduling(
-                SmartSchedulingConfig::new([1.0, 0.8, 1.0, 0.5, 0.0, 0.0], enabled).unwrap(),
-            );
+        for primary_in_flight in [3, 0] {
+            candidates[1].signals.in_flight = primary_in_flight;
             let selected = AccountSelector.select(&candidates, &context).unwrap();
-            let should_switch = enabled && strategy == RotationStrategy::Smart;
             assert_eq!(
                 selected.candidate().account.id(),
-                candidates[usize::from(should_switch)].account.id()
+                candidates[0].account.id()
             );
+            assert_eq!(selected.preferred(), PreferredAccountSelection::Hit);
         }
+        context
+            .excluded_accounts
+            .insert(candidates[0].account.id().clone());
+        assert_eq!(
+            AccountSelector
+                .select(&candidates, &context)
+                .unwrap()
+                .candidate()
+                .account
+                .id(),
+            candidates[1].account.id()
+        );
     }
-    let mut context = context(RotationStrategy::Smart);
-    context.policy = context.policy.with_smart_scheduling(
-        SmartSchedulingConfig::new([1.0, 0.8, 1.0, 0.5, 0.0, 0.0], true).unwrap(),
-    );
-    context.preferred_account_overrides_weight = true;
-    context.preferred_account = Some(candidates[0].account.id().clone());
-    candidates[1].signals.in_flight = 3;
-    assert_eq!(
-        AccountSelector
-            .select(&candidates, &context)
-            .unwrap()
-            .preferred(),
-        PreferredAccountSelection::Hit
-    );
-    candidates[1].signals.in_flight = 0;
-    context
-        .excluded_accounts
-        .insert(candidates[1].account.id().clone());
-    assert_eq!(
-        AccountSelector
-            .select(&candidates, &context)
-            .unwrap()
-            .preferred(),
-        PreferredAccountSelection::Hit
-    );
-    context.excluded_accounts.clear();
-    candidates[0] = weighted_candidate("acct_affinity", 100, 2);
-    assert_eq!(
-        AccountSelector
-            .select(&candidates, &context)
-            .unwrap()
-            .preferred(),
-        PreferredAccountSelection::Hit
-    );
 }
diff --git a/backend/crates/gateway-core/tests/engine/execution/mod.rs b/backend/crates/gateway-core/tests/engine/execution/mod.rs
index dade26db1..1a2169f5e 100644
--- a/backend/crates/gateway-core/tests/engine/execution/mod.rs
+++ b/backend/crates/gateway-core/tests/engine/execution/mod.rs
@@ -1966,10 +1966,11 @@ impl Provider for PolicySelectingProvider {
                 first_output_latency_ms: None,
             },
         }];
-        let selection = AccountSelectionContext {
+        let mut selection = AccountSelectionContext {
             policy: attempt.account_selection_policy(),
             now: SystemTime::now(),
             excluded_accounts: attempt.excluded_accounts().clone(),
+            busy_accounts: Default::default(),
             preferred_account: attempt.required_account().cloned(),
             preferred_account_overrides_weight: true,
             round_robin_cursor: 0,
@@ -1985,14 +1986,16 @@ impl Provider for PolicySelectingProvider {
                     .upstream_model()
                     .map(UpstreamModelId::as_str),
                 &candidates,
-                &selection,
+                &mut selection,
             )
             .await
         {
-            Err(AccountPolicyError::Rejected) => Err(ProviderError::new(
-                ProviderErrorKind::RequestPolicyDenied,
-                UpstreamSendState::NotSent,
-            )),
+            Err(AccountPolicyError::Rejected | AccountPolicyError::Filtered) => {
+                Err(ProviderError::new(
+                    ProviderErrorKind::RequestPolicyDenied,
+                    UpstreamSendState::NotSent,
+                ))
+            }
             Err(AccountPolicyError::Fault | AccountPolicyError::StaleCandidate) => Err(
                 ProviderError::new(ProviderErrorKind::Unavailable, UpstreamSendState::NotSent),
             ),
diff --git a/backend/crates/gateway-core/tests/engine/policy.rs b/backend/crates/gateway-core/tests/engine/policy.rs
index 3f3799985..91f8f5c33 100644
--- a/backend/crates/gateway-core/tests/engine/policy.rs
+++ b/backend/crates/gateway-core/tests/engine/policy.rs
@@ -23,7 +23,7 @@ use gateway_core::{
 };
 
 #[derive(Debug)]
-struct FixedScheduler(Option<&'static str>);
+struct FixedScheduler(AccountScheduleDecision);
 
 impl RequestPolicyPlan for FixedScheduler {
     fn route_model(
@@ -37,9 +37,7 @@ impl RequestPolicyPlan for FixedScheduler {
         &self,
         _: AccountScheduleInput,
     ) -> BoxFuture<'static, Result<AccountScheduleDecision, RequestPolicyFault>> {
-        let decision = self.0.map_or(AccountScheduleDecision::Delegate, |id| {
-            AccountScheduleDecision::Pick(account_id(id))
-        });
+        let decision = self.0.clone();
         Box::pin(async move { Ok(decision) })
     }
 }
@@ -87,8 +85,14 @@ fn candidate(id: &str) -> AccountCandidate {
 }
 
 fn policy(choice: Option<&'static str>) -> RequestPolicyContext {
+    policy_decision(choice.map_or(AccountScheduleDecision::Delegate, |id| {
+        AccountScheduleDecision::Pick(account_id(id))
+    }))
+}
+
+fn policy_decision(decision: AccountScheduleDecision) -> RequestPolicyContext {
     RequestPolicyContext::new(
-        Arc::new(FixedScheduler(choice)),
+        Arc::new(FixedScheduler(decision)),
         ExtensionSetReference::new(
             ExtensionSetId::new("scheduler-test".into()).unwrap(),
             Arc::new(Lease),
@@ -104,6 +108,7 @@ fn context() -> AccountSelectionContext {
         policy: AccountSelectionPolicy::new(RotationStrategy::Sticky, NonZeroU32::new(2).unwrap()),
         now: SystemTime::now(),
         excluded_accounts: BTreeSet::new(),
+        busy_accounts: Default::default(),
         preferred_account: Some(account_id("acct_a")),
         preferred_account_overrides_weight: true,
         round_robin_cursor: 0,
@@ -123,7 +128,7 @@ fn scheduler_can_override_soft_affinity_and_reports_the_override() {
                 &ProviderKind::new("openai").unwrap(),
                 Some("demo-model"),
                 &candidates,
-                &context(),
+                &mut context(),
             )
             .await
             .unwrap()
@@ -148,7 +153,7 @@ fn delegated_scheduler_keeps_builtin_affinity() {
                 &ProviderKind::new("openai").unwrap(),
                 None,
                 &candidates,
-                &context(),
+                &mut context(),
             )
             .await
             .unwrap()
@@ -164,7 +169,7 @@ fn delegated_scheduler_keeps_builtin_affinity() {
 }
 
 #[test]
-fn smart_switchback_does_not_override_explicit_plugin_choices_or_their_telemetry() {
+fn explicit_plugin_choices_override_native_soft_affinity() {
     block_on(async {
         let mut candidates = [candidate("acct_a"), candidate("acct_b")];
         candidates[0].account = candidates[0]
@@ -175,10 +180,9 @@ fn smart_switchback_does_not_override_explicit_plugin_choices_or_their_telemetry
         selection_context.policy =
             AccountSelectionPolicy::new(RotationStrategy::Smart, NonZeroU32::new(2).unwrap())
                 .with_smart_scheduling(
-                    gateway_core::account::SmartSchedulingConfig::new(
-                        [1.0, 0.8, 1.0, 0.5, 0.0, 0.0],
-                        true,
-                    )
+                    gateway_core::account::SmartSchedulingConfig::new([
+                        1.0, 0.8, 1.0, 0.5, 0.0, 0.0,
+                    ])
                     .unwrap(),
                 );
         for chosen in [Some("acct_a"), Some("acct_b"), None] {
@@ -188,21 +192,19 @@ fn smart_switchback_does_not_override_explicit_plugin_choices_or_their_telemetry
                     &ProviderKind::new("openai").unwrap(),
                     None,
                     &candidates,
-                    &selection_context,
+                    &mut selection_context,
                 )
                 .await
                 .unwrap()
                 .unwrap();
             assert_eq!(
                 selected.candidate().account.id().as_str(),
-                chosen.unwrap_or("acct_b")
+                chosen.unwrap_or("acct_a")
             );
             let expected = match chosen {
                 Some("acct_a") => PreferredAccountSelection::Hit,
                 Some(_) => PreferredAccountSelection::OverriddenByPolicy,
-                None => PreferredAccountSelection::Blocked(
-                    gateway_core::account::AccountSchedulingBlocker::LowerWeight,
-                ),
+                None => PreferredAccountSelection::Hit,
             };
             assert_eq!(selected.preferred(), expected);
         }
@@ -221,7 +223,181 @@ fn scheduler_cannot_select_outside_the_hard_bound_candidate_pool() {
                 &ProviderKind::new("openai").unwrap(),
                 None,
                 &candidates,
-                &context,
+                &mut context,
+            )
+            .await;
+        assert!(matches!(result, Err(AccountPolicyError::Fault)));
+    });
+}
+
+#[test]
+fn filtered_delegation_preserves_native_weights_and_affinity_on_remaining_accounts() {
+    block_on(async {
+        let mut candidates = [
+            candidate("acct_a"),
+            candidate("acct_b"),
+            candidate("acct_c"),
+        ];
+        candidates[1].account = candidates[1]
+            .account
+            .clone()
+            .with_scheduling(None, AccountWeight::new(10).unwrap());
+        let policy = policy_decision(AccountScheduleDecision::DelegateFiltered(BTreeSet::from([
+            account_id("acct_a"),
+        ])));
+        for strategy in [RotationStrategy::Smart, RotationStrategy::RoundRobin] {
+            let mut context = context();
+            context.policy = AccountSelectionPolicy::new(strategy, NonZeroU32::new(2).unwrap());
+            let selected = policy
+                .select_account(
+                    NonZeroU32::MIN,
+                    &ProviderKind::new("openai").unwrap(),
+                    None,
+                    &candidates,
+                    &mut context,
+                )
+                .await
+                .unwrap()
+                .unwrap();
+            assert_eq!(selected.candidate().account.id(), &account_id("acct_c"));
+            assert!(!selected.is_policy_choice());
+            assert_eq!(
+                gateway_core::account::AccountSelector.wait_candidates(&candidates, &context),
+                [account_id("acct_c"), account_id("acct_b")]
+            );
+            assert_eq!(
+                gateway_core::account::AccountSelector
+                    .select(&candidates, &context)
+                    .unwrap()
+                    .candidate()
+                    .account
+                    .id(),
+                &account_id("acct_c")
+            );
+        }
+    });
+}
+
+#[test]
+fn filtered_delegation_covers_busy_candidates_and_does_not_persist_between_selections() {
+    block_on(async {
+        let mut candidates = [candidate("acct_a"), candidate("acct_b")];
+        candidates[0].signals.in_flight = 2;
+        let mut selection = context();
+        selection.busy_accounts.insert(account_id("acct_b"));
+        let filtered =
+            policy_decision(AccountScheduleDecision::DelegateFiltered(BTreeSet::from([
+                account_id("acct_a"),
+            ])));
+        assert!(
+            filtered
+                .select_account(
+                    NonZeroU32::MIN,
+                    &ProviderKind::new("openai").unwrap(),
+                    None,
+                    &candidates,
+                    &mut selection
+                )
+                .await
+                .unwrap()
+                .is_none()
+        );
+        assert_eq!(
+            gateway_core::account::AccountSelector.wait_candidates(&candidates, &selection),
+            [account_id("acct_b")]
+        );
+        candidates[0].signals.in_flight = 0;
+        let recovered = policy(None)
+            .select_account(
+                NonZeroU32::MIN,
+                &ProviderKind::new("openai").unwrap(),
+                None,
+                &candidates,
+                &mut context(),
+            )
+            .await
+            .unwrap()
+            .unwrap();
+        assert_eq!(recovered.candidate().account.id(), &account_id("acct_a"));
+    });
+}
+
+#[test]
+fn filtering_all_candidates_is_terminal_even_when_the_only_candidate_is_busy_or_pinned() {
+    block_on(async {
+        for busy in [false, true] {
+            let candidates = [candidate("acct_a"), candidate("acct_b")];
+            let mut context = context();
+            context.excluded_accounts.insert(account_id("acct_b"));
+            if busy {
+                context.busy_accounts.insert(account_id("acct_a"));
+            }
+            let result =
+                policy_decision(AccountScheduleDecision::DelegateFiltered(BTreeSet::from([
+                    account_id("acct_a"),
+                ])))
+                .select_account(
+                    NonZeroU32::MIN,
+                    &ProviderKind::new("openai").unwrap(),
+                    None,
+                    &candidates,
+                    &mut context,
+                )
+                .await;
+            assert!(matches!(result, Err(AccountPolicyError::Filtered)));
+        }
+    });
+}
+
+#[test]
+fn filtering_ids_outside_the_host_candidate_pool_is_a_policy_fault() {
+    block_on(async {
+        let candidates = [candidate("acct_a"), candidate("acct_b")];
+        for id in ["acct_b", "acct_unknown"] {
+            let mut context = context();
+            context.excluded_accounts.insert(account_id("acct_b"));
+            let result =
+                policy_decision(AccountScheduleDecision::DelegateFiltered(BTreeSet::from([
+                    account_id(id),
+                ])))
+                .select_account(
+                    NonZeroU32::MIN,
+                    &ProviderKind::new("openai").unwrap(),
+                    None,
+                    &candidates,
+                    &mut context,
+                )
+                .await;
+            assert!(matches!(result, Err(AccountPolicyError::Fault)));
+        }
+    });
+}
+
+#[test]
+fn empty_filter_preserves_native_affinity_and_busy_candidates_cannot_be_picked() {
+    block_on(async {
+        let candidates = [candidate("acct_a"), candidate("acct_b")];
+        let selected = policy_decision(AccountScheduleDecision::DelegateFiltered(BTreeSet::new()))
+            .select_account(
+                NonZeroU32::MIN,
+                &ProviderKind::new("openai").unwrap(),
+                None,
+                &candidates,
+                &mut context(),
+            )
+            .await
+            .unwrap()
+            .unwrap();
+        assert_eq!(selected.preferred(), PreferredAccountSelection::Hit);
+        let mut context = context();
+        context.busy_accounts.insert(account_id("acct_a"));
+        let result = policy(Some("acct_a"))
+            .select_account(
+                NonZeroU32::MIN,
+                &ProviderKind::new("openai").unwrap(),
+                None,
+                &candidates,
+                &mut context,
             )
             .await;
         assert!(matches!(result, Err(AccountPolicyError::Fault)));
diff --git a/backend/crates/gateway-core/tests/routing/snapshot.rs b/backend/crates/gateway-core/tests/routing/snapshot.rs
index 626a6781f..26b7ddbe8 100644
--- a/backend/crates/gateway-core/tests/routing/snapshot.rs
+++ b/backend/crates/gateway-core/tests/routing/snapshot.rs
@@ -443,7 +443,7 @@ fn compiled_plans_keep_their_scheduling_config_after_a_new_snapshot_is_built() {
     use gateway_core::account::SmartSchedulingConfig;
     let configs = [
         SmartSchedulingConfig::default(),
-        SmartSchedulingConfig::new([0.0, 2.0, 1.0, 0.5, 1.2, 2.3], true).unwrap(),
+        SmartSchedulingConfig::new([0.0, 2.0, 1.0, 0.5, 1.2, 2.3]).unwrap(),
     ];
     let mut plans = Vec::new();
     for (index, config) in configs.into_iter().enumerate() {
diff --git a/backend/crates/gateway-plugin/runtime/plugin-host-compatibility.json b/backend/crates/gateway-plugin/runtime/plugin-host-compatibility.json
index 135d8f695..402a36b54 100644
--- a/backend/crates/gateway-plugin/runtime/plugin-host-compatibility.json
+++ b/backend/crates/gateway-plugin/runtime/plugin-host-compatibility.json
@@ -4,7 +4,7 @@
   "protocol_versions": [2],
   "capabilities": [
     { "capability": "frontend_authentication", "versions": [1] },
-    { "capability": "scheduler", "versions": [1] },
+    { "capability": "scheduler", "versions": [2] },
     { "capability": "model_router", "versions": [1] },
     { "capability": "model_catalog", "versions": [1] },
     { "capability": "retry_policy", "versions": [1] },
diff --git a/backend/crates/gateway-plugin/runtime/src/adapter/policy/route_schedule.rs b/backend/crates/gateway-plugin/runtime/src/adapter/policy/route_schedule.rs
index 795d87ea4..58a27941b 100644
--- a/backend/crates/gateway-plugin/runtime/src/adapter/policy/route_schedule.rs
+++ b/backend/crates/gateway-plugin/runtime/src/adapter/policy/route_schedule.rs
@@ -196,6 +196,7 @@ async fn schedule_with_entry(
             .iter()
             .map(|candidate| WireAccountScheduleCandidate {
                 account_id: candidate.account_id().as_str().to_owned(),
+                available: candidate.available(),
                 weight: candidate.weight(),
                 in_flight: candidate.in_flight(),
                 maximum_concurrency: candidate.maximum_concurrency(),
@@ -245,11 +246,27 @@ async fn schedule_with_entry(
     match decision {
         WireAccountScheduleDecision::Delegate => Ok(AccountScheduleDecision::Delegate),
         WireAccountScheduleDecision::Reject => Ok(AccountScheduleDecision::Reject),
+        WireAccountScheduleDecision::DelegateFiltered {
+            exclude_account_ids,
+        } => {
+            let candidate_ids = candidates
+                .iter()
+                .map(|candidate| candidate.account_id())
+                .collect::<std::collections::HashSet<_>>();
+            let excluded = exclude_account_ids
+                .into_iter()
+                .map(|id| {
+                    let id = ProviderAccountId::new(id).map_err(|_| ())?;
+                    candidate_ids.contains(&id).then_some(id).ok_or(())
+                })
+                .collect::<Result<_, _>>()?;
+            Ok(AccountScheduleDecision::DelegateFiltered(excluded))
+        }
         WireAccountScheduleDecision::Pick { account_id } => {
             let account_id = ProviderAccountId::new(account_id).map_err(|_| ())?;
             if !candidates
                 .iter()
-                .any(|candidate| candidate.account_id() == &account_id)
+                .any(|candidate| candidate.account_id() == &account_id && candidate.available())
             {
                 return Err(());
             }
diff --git a/backend/crates/gateway-plugin/runtime/tests/generation/policy/mod.rs b/backend/crates/gateway-plugin/runtime/tests/generation/policy/mod.rs
index c6c406d4a..461a4675c 100644
--- a/backend/crates/gateway-plugin/runtime/tests/generation/policy/mod.rs
+++ b/backend/crates/gateway-plugin/runtime/tests/generation/policy/mod.rs
@@ -5,6 +5,7 @@ mod facts;
 mod http;
 mod lifecycle;
 mod mounts;
+mod scheduling;
 mod service;
 mod websocket;
 
@@ -556,6 +557,7 @@ fn selection_context() -> AccountSelectionContext {
         ),
         now: SystemTime::now(),
         excluded_accounts: BTreeSet::new(),
+        busy_accounts: Default::default(),
         preferred_account: None,
         preferred_account_overrides_weight: true,
         round_robin_cursor: 0,
@@ -582,14 +584,14 @@ async fn scheduler_cannot_pick_outside_the_host_projected_priority_tier() {
     let generation = prepare(&runtime).await;
     let context = policy_context(&runtime, generation.clone(), "req_schedule");
     let candidates = [candidate("acct_high", 100), candidate("acct_low", 10)];
-    let selection = selection_context();
+    let mut selection = selection_context();
     let selected = context
         .select_account(
             NonZeroU32::MIN,
             &ProviderKind::new("example").unwrap(),
             Some("upstream-a"),
             &candidates,
-            &selection,
+            &mut selection,
         )
         .await
         .unwrap()
diff --git a/backend/crates/gateway-plugin/runtime/tests/generation/policy/scheduling.rs b/backend/crates/gateway-plugin/runtime/tests/generation/policy/scheduling.rs
new file mode 100644
index 000000000..57734a71e
--- /dev/null
+++ b/backend/crates/gateway-plugin/runtime/tests/generation/policy/scheduling.rs
@@ -0,0 +1,69 @@
+//! 验证真实插件进程的候选过滤、繁忙投影与非法决定边界
+
+use super::*;
+use gateway_core::engine::policy::AccountPolicyError;
+
+#[tokio::test]
+async fn scheduler_filter_contract_covers_busy_candidates_and_rejects_out_of_scope_ids() {
+    for (decision, expected) in [
+        (
+            serde_json::json!({"decision":"delegate_filtered","exclude_account_ids":["acct_high", "acct_high"]}),
+            "acct_low",
+        ),
+        (
+            serde_json::json!({"decision":"delegate_filtered","exclude_account_ids":["acct_high", "acct_low"]}),
+            "filtered",
+        ),
+        (
+            serde_json::json!({"decision":"delegate_filtered","exclude_account_ids":["acct_unknown"]}),
+            "fault",
+        ),
+        (
+            serde_json::json!({"decision":"pick","account_id":"acct_high"}),
+            "fault",
+        ),
+    ] {
+        let marker = tempfile::NamedTempFile::new().unwrap();
+        let (cache, runtime) = setup(vec![InstanceFixture {
+            id: "scheduler",
+            configuration: serde_json::json!({"schedule_decision":decision, "schedule_marker": marker.path()}),
+            bindings: vec![binding(SCHEDULER_CONTRIBUTION, "scheduling", 0, PluginFailurePolicy::Reject)],
+        }]).await;
+        let generation = prepare(&runtime).await;
+        let policy = policy_context(&runtime, generation.clone(), "req_filter");
+        let candidates = [candidate("acct_high", 100), candidate("acct_low", 10)];
+        let mut selection = selection_context();
+        selection
+            .busy_accounts
+            .insert(candidates[0].account.id().clone());
+        selection.preferred_account = Some(candidates[0].account.id().clone());
+        let result = policy
+            .select_account(
+                NonZeroU32::MIN,
+                &ProviderKind::new("example").unwrap(),
+                None,
+                &candidates,
+                &mut selection,
+            )
+            .await;
+        match expected {
+            "filtered" => assert!(matches!(result, Err(AccountPolicyError::Filtered))),
+            "fault" => assert!(matches!(result, Err(AccountPolicyError::Fault))),
+            id => assert_eq!(
+                result.unwrap().unwrap().candidate().account.id().as_str(),
+                id
+            ),
+        }
+        let request: serde_json::Value =
+            serde_json::from_str(std::fs::read_to_string(marker.path()).unwrap().trim()).unwrap();
+        assert_eq!(
+            request["request"]["candidates"].as_array().unwrap().len(),
+            2
+        );
+        assert_eq!(request["request"]["candidates"][0]["available"], false);
+        assert_eq!(request["request"]["candidates"][1]["available"], true);
+        drop(policy);
+        drop(generation);
+        super::super::wait_until_empty(cache.path()).await;
+    }
+}
diff --git a/backend/crates/gateway-plugin/runtime/tests/support/mod.rs b/backend/crates/gateway-plugin/runtime/tests/support/mod.rs
index 436e93cc9..c329c33a4 100644
--- a/backend/crates/gateway-plugin/runtime/tests/support/mod.rs
+++ b/backend/crates/gateway-plugin/runtime/tests/support/mod.rs
@@ -59,7 +59,7 @@ pub fn contribution_for_id(
             id: format!("{plugin_id}.{local_id}"),
             version: match capability {
                 Capability::Middleware => 4,
-                Capability::UpstreamAdapter => 2,
+                Capability::Scheduler | Capability::UpstreamAdapter => 2,
                 _ => 1,
             },
             stages,
diff --git a/backend/crates/gateway-plugin/sdk/README.md b/backend/crates/gateway-plugin/sdk/README.md
index 69040d388..e1507d234 100644
--- a/backend/crates/gateway-plugin/sdk/README.md
+++ b/backend/crates/gateway-plugin/sdk/README.md
@@ -9,7 +9,7 @@ SDK 处于实验阶段；能力是否可用取决于宿主支持、清单声明
 | SDK 包 | `0.1.0` | Rust 开发依赖，独立于网关版本 |
 | `manifestVersion` | `2` | 安装清单格式 |
 | `package.protocolVersion` | `2` | 宿主与插件的进程通信 |
-| `contributes.*.version` | 默认 `1`，`middleware` 为 `4`，`upstream_adapter` 为 `2` | 单项能力合同，见[扩展项声明](docs/manifest.md#扩展项简写) |
+| `contributes.*.version` | 默认 `1`，`middleware` 为 `4`，`scheduler` / `upstream_adapter` 为 `2` | 单项能力合同，见[扩展项声明](docs/manifest.md#扩展项简写) |
 
 开发顺序：编写[清单](docs/manifest.md) → 实现[能力处理器](docs/capabilities.md) → 用 [CLI](../../../apps/plugin-cli/README.md)
 打包 → [安装、配置与启用](../../../../docs/plugins.md)。完整可运行示例位于独立仓库
diff --git a/backend/crates/gateway-plugin/sdk/docs/capabilities.md b/backend/crates/gateway-plugin/sdk/docs/capabilities.md
index ad5ed1011..dd0831b73 100644
--- a/backend/crates/gateway-plugin/sdk/docs/capabilities.md
+++ b/backend/crates/gateway-plugin/sdk/docs/capabilities.md
@@ -469,6 +469,24 @@ middleware 的 `next` 最多调用一次，重试与额外模型执行通过独
 ### 路由、调度与观察
 
 `policy.route_model` 和 `policy.schedule_account` 只提出决定，宿主随后复核 Key 规则、模型能力、账号资格和租约。
+`scheduler` 必须声明 `version: 2`。`candidates` 已按 Key 范围、模型权限、账号状态和原生续写绑定收窄，
+同时包含暂时繁忙但可以等待的账号；`available` 表示本次可以立即尝试租约，不保证租约一定成功
+
+- `Pick { account_id }` 显式选号，只能指定 `available: true` 的候选
+- `Delegate` 将完整候选交给宿主现有调度
+- `DelegateFiltered { exclude_account_ids }` 排除列出的候选，再委托内置权重、Smart 评分和亲和选择；仅接受本次候选 ID，重复 ID 合并，空列表等同于 `Delegate`
+- `Reject` 明确拒绝请求
+
+过滤结果约束本次评估后的亲和重选、容量判断和等待队列。全部候选被排除，或严格跟随的会话账号被排除时，
+请求以 `account_policy_filtered` 结束，不回退到被排除账号或伪装成额度耗尽。租约争用、排队唤醒和后续请求重新评估策略，
+过滤结果不写入账号状态。插件决定自身阈值、恢复条件和配置含义；宿主只检查合同、候选边界并执行决定。
+插件设置使用自己的 `configurationSchema` 或管理页面，不向宿主智能调度弹窗注入字段。
+非法输出按绑定的既有故障策略处理，不自动修正插件业务规则
+
+```json
+{"decision":"delegate_filtered","exclude_account_ids":["acct_example"]}
+```
+
 `observer` v1 通过 `methods::OBSERVE` 接收 `call::observation::Event`，固定绑定 `observation/observe`。
 每条绑定以 `event` 选择 `request_completed` 或 `websocket_response`，可分别配置请求范围；同一实例每种事件至多一条绑定，两类绑定使用相同 `order`。
 事件选择只决定是否投递，不裁剪字段
diff --git a/backend/crates/gateway-plugin/sdk/docs/manifest.md b/backend/crates/gateway-plugin/sdk/docs/manifest.md
index 97062b93a..f9c367903 100644
--- a/backend/crates/gateway-plugin/sdk/docs/manifest.md
+++ b/backend/crates/gateway-plugin/sdk/docs/manifest.md
@@ -50,7 +50,7 @@
 
 ## 扩展项简写
 
-作者声明可以省略 `id` 和固定阶段；普通能力的版本默认为 `1`，`middleware` 显式声明版本 `4`，`upstream_adapter` 显式声明版本 `2`：
+作者声明可以省略 `id` 和固定阶段；普通能力的版本默认为 `1`，`middleware` 显式声明版本 `4`，`scheduler` 和 `upstream_adapter` 显式声明版本 `2`：
 
 ```json
 {
diff --git a/backend/crates/gateway-plugin/sdk/src/call/policy.rs b/backend/crates/gateway-plugin/sdk/src/call/policy.rs
index b1ee4932f..9bb162dc1 100644
--- a/backend/crates/gateway-plugin/sdk/src/call/policy.rs
+++ b/backend/crates/gateway-plugin/sdk/src/call/policy.rs
@@ -77,6 +77,8 @@ pub enum ModelRouteDecision {
 #[serde(deny_unknown_fields)]
 pub struct AccountScheduleCandidate {
     pub account_id: String,
+    /// false 表示仅可等待，仍可被过滤，但不能作为本轮 Pick 的结果
+    pub available: bool,
     pub weight: u16,
     pub in_flight: u32,
     pub maximum_concurrency: u32,
@@ -108,7 +110,13 @@ pub struct AccountScheduleRequest {
 #[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)]
 #[serde(tag = "decision", rename_all = "snake_case", deny_unknown_fields)]
 pub enum AccountScheduleDecision {
-    Pick { account_id: String },
+    Pick {
+        account_id: String,
+    },
     Delegate,
+    /// 只收窄本轮候选；参数与排除策略由插件拥有，宿主继续执行原生调度
+    DelegateFiltered {
+        exclude_account_ids: Vec<String>,
+    },
     Reject,
 }
diff --git a/backend/crates/gateway-plugin/sdk/src/call/services/settings.rs b/backend/crates/gateway-plugin/sdk/src/call/services/settings.rs
index 8b7d6c32a..209cb0d89 100644
--- a/backend/crates/gateway-plugin/sdk/src/call/services/settings.rs
+++ b/backend/crates/gateway-plugin/sdk/src/call/services/settings.rs
@@ -212,7 +212,6 @@ pub struct SmartSchedulingConfig {
     pub latency_weight: f64,
     pub reset_weight: f64,
     pub queue_weight: f64,
-    pub prefer_higher_weight: bool,
 }
 #[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)]
 #[serde(rename_all = "camelCase", deny_unknown_fields)]
diff --git a/backend/crates/gateway-plugin/sdk/src/capability.rs b/backend/crates/gateway-plugin/sdk/src/capability.rs
index eb92a77b6..07cb423c3 100644
--- a/backend/crates/gateway-plugin/sdk/src/capability.rs
+++ b/backend/crates/gateway-plugin/sdk/src/capability.rs
@@ -28,7 +28,6 @@ impl Capability {
         match self {
             Self::Middleware => &[4],
             Self::FrontendAuthentication
-            | Self::Scheduler
             | Self::ModelRouter
             | Self::ModelCatalog
             | Self::RetryPolicy
@@ -36,7 +35,7 @@ impl Capability {
             | Self::CommandLine
             | Self::Management
             | Self::Maintenance => &[1],
-            Self::UpstreamAdapter => &[2],
+            Self::Scheduler | Self::UpstreamAdapter => &[2],
         }
     }
 
diff --git a/backend/crates/gateway-plugin/sdk/tests/call/policy.rs b/backend/crates/gateway-plugin/sdk/tests/call/policy.rs
index e38f4d1de..7a3ec9987 100644
--- a/backend/crates/gateway-plugin/sdk/tests/call/policy.rs
+++ b/backend/crates/gateway-plugin/sdk/tests/call/policy.rs
@@ -45,6 +45,7 @@ fn route_and_scheduler_decisions_are_explicit_and_strict() {
         model: Some("gpt-5".into()),
         candidates: vec![AccountScheduleCandidate {
             account_id: "acct_candidate".into(),
+            available: true,
             weight: 10,
             in_flight: 1,
             maximum_concurrency: 4,
@@ -68,3 +69,23 @@ fn route_and_scheduler_decisions_are_explicit_and_strict() {
         json!({"decision":"pick","account_id":"acct_candidate"})
     );
 }
+
+#[test]
+fn filtered_delegation_has_an_explicit_exclusion_list() {
+    let decision = AccountScheduleDecision::DelegateFiltered {
+        exclude_account_ids: vec!["acct_candidate".into()],
+    };
+    let wire = json!({"decision":"delegate_filtered","exclude_account_ids":["acct_candidate"]});
+    assert_eq!(serde_json::to_value(&decision).unwrap(), wire);
+    assert_eq!(
+        serde_json::from_value::<AccountScheduleDecision>(wire).unwrap(),
+        decision
+    );
+    for invalid in [
+        json!({"decision":"delegate_filtered"}),
+        json!({"decision":"delegate_filtered","exclude_account_ids":null}),
+        json!({"decision":"delegate_filtered","exclude_account_ids":[],"threshold":90}),
+    ] {
+        assert!(serde_json::from_value::<AccountScheduleDecision>(invalid).is_err());
+    }
+}
diff --git a/backend/crates/gateway-plugin/sdk/tests/manifest.rs b/backend/crates/gateway-plugin/sdk/tests/manifest.rs
index 073fa8067..70d154bf6 100644
--- a/backend/crates/gateway-plugin/sdk/tests/manifest.rs
+++ b/backend/crates/gateway-plugin/sdk/tests/manifest.rs
@@ -438,3 +438,26 @@ fn contribution_declaration_uses_camel_case_description_fields() {
         })
     );
 }
+
+#[test]
+fn scheduler_requires_the_current_contract() {
+    let mut manifest = packaged_manifest();
+    manifest.contributes.clear();
+    manifest.contributes.insert(
+        Capability::Scheduler,
+        ContributionDeclaration {
+            id: "9acme.request-tags.scheduler".into(),
+            version: 2,
+            stages: vec![Stage::Scheduling],
+            input_formats: vec![],
+            output_formats: vec![],
+        },
+    );
+    assert!(manifest.validate().is_ok());
+    manifest
+        .contributes
+        .get_mut(&Capability::Scheduler)
+        .unwrap()
+        .version = 1;
+    assert_eq!(manifest.validate(), Err(ManifestError::Invalid));
+}
diff --git a/backend/crates/gateway-store/tests/postgres/runtime_settings.rs b/backend/crates/gateway-store/tests/postgres/runtime_settings.rs
index 934fd7698..74a8fd546 100644
--- a/backend/crates/gateway-store/tests/postgres/runtime_settings.rs
+++ b/backend/crates/gateway-store/tests/postgres/runtime_settings.rs
@@ -211,6 +211,11 @@ async fn privacy_steps_migration_preserves_rules_and_other_settings() {
             .await
             .unwrap();
     expected_row["codex_privacy_policy_json"] = expected.clone();
+    // 完整升级还会清理自动回切字段，其余运行设置必须原样保留
+    expected_row["smart_scheduling_json"]
+        .as_object_mut()
+        .unwrap()
+        .remove("preferHigherWeight");
 
     super::TEST_MIGRATOR.run(&database.pool).await.unwrap();
     let stored: serde_json::Value =
@@ -309,7 +314,7 @@ async fn smart_settings_upgrade_preserves_selection_and_publishes_custom_config(
     );
     let mut update = settings_with_margin(3600);
     update.values.smart_scheduling =
-        SmartSchedulingConfig::new([0.0, 2.0, 1.0, 0.5, 1.2, 2.3], true).unwrap();
+        SmartSchedulingConfig::new([0.0, 2.0, 1.0, 0.5, 1.2, 2.3]).unwrap();
     let expected = update.values.smart_scheduling;
     repository.update_runtime_settings(update).await.unwrap();
     let reloaded = repository.load_runtime_settings().await.unwrap();
@@ -1437,3 +1442,44 @@ async fn preferred_affinity_migration_defaults_to_strict_and_preserves_saved_mod
         database.close().await;
     }
 }
+
+#[tokio::test]
+async fn removing_switchback_preserves_custom_weights_and_replaces_database_default() {
+    let Some(database) = TestDatabase::create_through("remove_switchback", 34).await else {
+        return;
+    };
+    let expected =
+        gateway_core::account::SmartSchedulingConfig::new([0.0, 2.0, 1.0, 0.5, 1.2, 2.3]).unwrap();
+    let mut legacy = serde_json::to_value(expected).unwrap();
+    legacy["preferHigherWeight"] = serde_json::json!(true);
+    sqlx::query("update runtime_settings set smart_scheduling_json = $1 where id = 1")
+        .bind(legacy)
+        .execute(&database.pool)
+        .await
+        .unwrap();
+    super::TEST_MIGRATOR.run(&database.pool).await.unwrap();
+    let repository = PgRuntimeSettingsRepository::new(database.pool.clone());
+    assert_eq!(
+        repository
+            .load_runtime_settings()
+            .await
+            .unwrap()
+            .values
+            .smart_scheduling,
+        expected
+    );
+    sqlx::query("update runtime_settings set smart_scheduling_json = default where id = 1")
+        .execute(&database.pool)
+        .await
+        .unwrap();
+    assert_eq!(
+        repository
+            .load_runtime_settings()
+            .await
+            .unwrap()
+            .values
+            .smart_scheduling,
+        gateway_core::account::SmartSchedulingConfig::default()
+    );
+    database.close().await;
+}
diff --git a/backend/crates/providers/openai/src/credential/selector.rs b/backend/crates/providers/openai/src/credential/selector.rs
index 107c036fd..405ddad77 100644
--- a/backend/crates/providers/openai/src/credential/selector.rs
+++ b/backend/crates/providers/openai/src/credential/selector.rs
@@ -486,6 +486,7 @@ impl CodexCredentialSelector {
                     error,
                     CredentialSelectionError::SessionBound(_)
                         | CredentialSelectionError::ContinuationOwnerChanged
+                        | CredentialSelectionError::PolicyFiltered
                         | CredentialSelectionError::PolicyRejected
                         | CredentialSelectionError::PolicyUnavailable
                 )
@@ -750,7 +751,7 @@ impl CodexCredentialSelector {
                 }
             }
             let mut shortest_retry = None;
-            let base_excluded = excluded.clone();
+            let mut busy_accounts = std::collections::BTreeSet::new();
             let policy = request.attempt.account_selection_policy();
 
             loop {
@@ -761,6 +762,7 @@ impl CodexCredentialSelector {
                     policy,
                     now: SystemTime::now(),
                     excluded_accounts: excluded.clone(),
+                    busy_accounts: busy_accounts.clone(),
                     preferred_account: preferred.clone(),
                     preferred_account_overrides_weight: true,
                     round_robin_cursor,
@@ -772,12 +774,34 @@ impl CodexCredentialSelector {
                     account_scope: request.attempt.account_scope().cloned(),
                     reserved_concurrency,
                 };
-                let wait_context = AccountSelectionContext {
-                    excluded_accounts: base_excluded.clone(),
-                    ..context.clone()
+                for candidate in &candidates {
+                    if !waiting.can_try(candidate.account.id()) {
+                        context.busy_accounts.insert(candidate.account.id().clone());
+                    }
+                }
+                let selection = match request
+                    .attempt
+                    .select_account(
+                        &self.provider_kind,
+                        model.model(),
+                        &candidates,
+                        &mut context,
+                    )
+                    .await
+                {
+                    Ok(selection) => selection,
+                    Err(AccountPolicyError::StaleCandidate) => continue 'capacity,
+                    Err(AccountPolicyError::Filtered) => {
+                        return Err(CredentialSelectionError::PolicyFiltered);
+                    }
+                    Err(AccountPolicyError::Rejected) => {
+                        return Err(CredentialSelectionError::PolicyRejected);
+                    }
+                    Err(AccountPolicyError::Fault) => {
+                        return Err(CredentialSelectionError::PolicyUnavailable);
+                    }
                 };
-                let mut wait_candidates =
-                    AccountSelector.wait_candidates(&candidates, &wait_context);
+                let mut wait_candidates = AccountSelector.wait_candidates(&candidates, &context);
                 let preferred_wait = preferred.as_ref().filter(|account| {
                     !diagnostic
                         && (affinity_mode == AccountAffinity::Strict || pinned_account.is_some())
@@ -788,27 +812,6 @@ impl CodexCredentialSelector {
                     wait_candidates.retain(|account| account == preferred);
                 }
                 let capacity = AccountSelector.capacity_snapshot(&candidates, &context);
-                for candidate in &candidates {
-                    if !waiting.can_try(candidate.account.id()) {
-                        context
-                            .excluded_accounts
-                            .insert(candidate.account.id().clone());
-                    }
-                }
-                let selection = match request
-                    .attempt
-                    .select_account(&self.provider_kind, model.model(), &candidates, &context)
-                    .await
-                {
-                    Ok(selection) => selection,
-                    Err(AccountPolicyError::StaleCandidate) => continue 'capacity,
-                    Err(AccountPolicyError::Rejected) => {
-                        return Err(CredentialSelectionError::PolicyRejected);
-                    }
-                    Err(AccountPolicyError::Fault) => {
-                        return Err(CredentialSelectionError::PolicyUnavailable);
-                    }
-                };
                 // 只约束内置调度；插件的显式选号保留原裁决和完整候选
                 // 首次绑定由任意会话请求原子认领；后代只在已有绑定时限制为跟随当前账号
                 let selection = if ((follow_only && binding.is_some())
@@ -816,12 +819,20 @@ impl CodexCredentialSelector {
                         && affinity.preferred_account().is_some()))
                     && selection.is_none_or(|selection| !selection.is_policy_choice())
                 {
-                    // 优先模式先尝试会话主账号，繁忙或不可用时才采用调度结果；高权重回切不抢占主账号
+                    // 优先模式先尝试会话主账号，繁忙或不可用时才采用调度结果
                     let preferred = if follow_only {
                         binding.as_ref().map(ProviderSessionBinding::account_id)
                     } else {
                         preferred.as_ref()
                     };
+                    if follow_only
+                        && preferred.is_some_and(|account| {
+                            context.excluded_accounts.contains(account)
+                                && !excluded.contains(account)
+                        })
+                    {
+                        return Err(CredentialSelectionError::PolicyFiltered);
+                    }
                     let mut follow_context = context.clone();
                     follow_context.now = SystemTime::now();
                     follow_context.excluded_accounts.extend(
@@ -839,7 +850,7 @@ impl CodexCredentialSelector {
                 } else {
                     selection
                 };
-                // 可等待集合使用原始排除集；这里的 Excluded 只可能来自本轮租约争用或队列让位
+                // 软亲和只等待本地容量，策略排除不能被当作繁忙账号恢复
                 let selection = selection.filter(|selection| {
                     preferred_wait.is_none()
                         || selection.is_policy_choice()
@@ -847,7 +858,6 @@ impl CodexCredentialSelector {
                             selection.preferred(),
                             PreferredAccountSelection::Blocked(
                                 AccountSchedulingBlocker::ConcurrencyLimit
-                                    | AccountSchedulingBlocker::Excluded
                             )
                         )
                 });
@@ -870,7 +880,7 @@ impl CodexCredentialSelector {
                                 &mut waiting,
                                 &wait_candidates,
                                 &candidates,
-                                &wait_context,
+                                &context,
                             )
                             .await
                             .map_err(|error| {
@@ -886,10 +896,12 @@ impl CodexCredentialSelector {
                         continue 'capacity;
                     }
                     // 只判断本次账号范围；空池、认证失效和租约失败不能伪装成额度耗尽
-                    // 使用最初的排除集合，避免本轮临时跳过的繁忙账号丢失其可恢复语义
+                    // 策略排除与临时容量阻塞分开，保留繁忙账号的可恢复语义
                     let mut statuses = candidates
                         .iter()
-                        .filter(|candidate| !base_excluded.contains(candidate.account.id()))
+                        .filter(|candidate| {
+                            !context.excluded_accounts.contains(candidate.account.id())
+                        })
                         .map(|candidate| {
                             candidate
                                 .account
@@ -933,7 +945,7 @@ impl CodexCredentialSelector {
                 };
                 // 凭据重读和插件选号都可能挂起，取得租约前再次让位于新队首
                 if !waiting.can_try(account.id()) {
-                    excluded.insert(account.id().clone());
+                    busy_accounts.insert(account.id().clone());
                     continue;
                 }
                 let allows_account_state_mutation = !diagnostic || account.enabled();
@@ -957,7 +969,7 @@ impl CodexCredentialSelector {
                             affinity.observe_lease_busy(account.id());
                         }
                         shortest_retry = minimum_duration(shortest_retry, retry_after);
-                        excluded.insert(account.id().clone());
+                        busy_accounts.insert(account.id().clone());
                     }
                     ProviderLeaseAcquisition::Acquired(guard) => {
                         if let Some(key) = binding_key
@@ -1766,6 +1778,8 @@ pub enum CredentialSelectionError {
     Coordinator(#[source] ProviderStoreError),
     #[error("Codex Cookie policy rejected the value")]
     CookiePolicy(#[source] super::cookie::CookiePolicyError),
+    #[error("account scheduling policy left no selectable account")]
+    PolicyFiltered,
     #[error("account scheduling policy rejected the request")]
     PolicyRejected,
     #[error("account scheduling policy is unavailable")]
diff --git a/backend/crates/providers/openai/src/provider/observation.rs b/backend/crates/providers/openai/src/provider/observation.rs
index 3ee332064..5772266e2 100644
--- a/backend/crates/providers/openai/src/provider/observation.rs
+++ b/backend/crates/providers/openai/src/provider/observation.rs
@@ -819,6 +819,7 @@ fn selection_failure(error: &CredentialSelectionError) -> ProviderError {
         CredentialSelectionError::Coordinator(_) => Some("account_coordinator_unavailable"),
         CredentialSelectionError::CookiePolicy(_) => Some("account_cookie_policy_rejected"),
         CredentialSelectionError::PolicyUnavailable => Some("account_policy_unavailable"),
+        CredentialSelectionError::PolicyFiltered => Some("account_policy_filtered"),
         _ => None,
     };
     // 这些变体只含固定文案，不格式化可能承载外部正文的其他错误
@@ -871,7 +872,7 @@ fn selection_failure(error: &CredentialSelectionError) -> ProviderError {
             ProviderErrorKind::ProviderInfrastructureUnavailable,
             UpstreamSendState::NotSent,
         ),
-        CredentialSelectionError::PolicyRejected => provider_error(
+        CredentialSelectionError::PolicyRejected | CredentialSelectionError::PolicyFiltered => provider_error(
             ProviderErrorKind::RequestPolicyDenied,
             UpstreamSendState::NotSent,
         ),
diff --git a/backend/crates/providers/openai/tests/credential/contract/capacity.rs b/backend/crates/providers/openai/tests/credential/contract/capacity.rs
index 6eb0117b1..9401fa1da 100644
--- a/backend/crates/providers/openai/tests/credential/contract/capacity.rs
+++ b/backend/crates/providers/openai/tests/credential/contract/capacity.rs
@@ -321,7 +321,7 @@ async fn queue_enabled_without_affinity_still_uses_a_free_account() {
 
 #[derive(Debug)]
 struct Scheduler {
-    explicit: bool,
+    decision: AccountScheduleDecision,
 }
 
 impl RequestPolicyPlan for Scheduler {
@@ -336,11 +336,7 @@ impl RequestPolicyPlan for Scheduler {
         &self,
         _: AccountScheduleInput,
     ) -> BoxFuture<'static, Result<AccountScheduleDecision, RequestPolicyFault>> {
-        let decision = if self.explicit {
-            AccountScheduleDecision::Pick(ProviderAccountId::new("acct_second").unwrap())
-        } else {
-            AccountScheduleDecision::Delegate
-        };
+        let decision = self.decision.clone();
         Box::pin(async move { Ok(decision) })
     }
 }
@@ -373,7 +369,15 @@ async fn affinity_wait_respects_explicit_policy_choices_but_not_delegated_fallba
                 timeout: Duration::from_secs(2),
             }),
             Some(RequestPolicyContext::new(
-                Arc::new(Scheduler { explicit }),
+                Arc::new(Scheduler {
+                    decision: if explicit {
+                        AccountScheduleDecision::Pick(
+                            ProviderAccountId::new("acct_second").unwrap(),
+                        )
+                    } else {
+                        AccountScheduleDecision::Delegate
+                    },
+                }),
                 ExtensionSetReference::new(
                     ExtensionSetId::new("capacity-test".into()).unwrap(),
                     Arc::new(ExtensionLease),
@@ -402,3 +406,214 @@ async fn affinity_wait_respects_explicit_policy_choices_but_not_delegated_fallba
         }
     }
 }
+
+fn filtered_policy(ids: &[&str]) -> RequestPolicyContext {
+    RequestPolicyContext::new(
+        Arc::new(Scheduler {
+            decision: AccountScheduleDecision::DelegateFiltered(
+                ids.iter()
+                    .map(|id| ProviderAccountId::new(*id).unwrap())
+                    .collect(),
+            ),
+        }),
+        ExtensionSetReference::new(
+            ExtensionSetId::new("filter-test".into()).unwrap(),
+            Arc::new(ExtensionLease),
+        ),
+        ModelRequestId::new("req_capacity_contract").unwrap(),
+        ClientApiKeyId::new("key_codex_contract").unwrap(),
+        vec![],
+    )
+}
+
+#[tokio::test]
+async fn filtering_affinity_covers_native_reselection_and_lease_contention() {
+    for blocker in ["none", "concurrency", "lease"] {
+        let store = Arc::new(MemoryAccountStore::default());
+        for id in ["acct_first", "acct_second", "acct_fallback"] {
+            create_account(&store, id, id);
+        }
+        store.set_scheduling("acct_second", None, AccountWeight::new(100).unwrap());
+        store.set_scheduling("acct_fallback", None, AccountWeight::new(10).unwrap());
+        let first = ProviderAccountId::new("acct_first").unwrap();
+        let second = ProviderAccountId::new("acct_second").unwrap();
+        let leases = Arc::new(TestLeaseCoordinator::default());
+        if blocker == "concurrency" {
+            leases
+                .signals
+                .lock()
+                .unwrap()
+                .insert(first.clone(), busy_signal(2));
+        } else if blocker == "lease" {
+            leases.busy_accounts.lock().unwrap().insert(second.clone());
+        }
+        let affinity = Arc::new(MemorySessionAffinity::default());
+        let key = bind_first(&affinity).await;
+        let selector = selector_with_affinity(&store, leases.clone(), affinity);
+        let request_attempt = capacity_attempt(
+            account_policy().with_queue(ConcurrencyQueuePolicy {
+                max_waiting: 1,
+                timeout: Duration::from_secs(2),
+            }),
+            Some(filtered_policy(&["acct_first"])),
+        );
+        let url = Url::parse(OFFICIAL_CODEX_BASE_URL).unwrap();
+        let selected = selector
+            .select(&SelectCodexCredential {
+                upstream_model: "gpt-5.4",
+                request_url: &url,
+                attempt: &request_attempt,
+                session_affinity_key: Some(&key),
+            })
+            .await
+            .unwrap();
+        assert_eq!(
+            selected.account_id().as_str(),
+            if blocker == "lease" {
+                "acct_fallback"
+            } else {
+                "acct_second"
+            },
+            "{blocker}"
+        );
+        assert!(
+            leases
+                .requests
+                .lock()
+                .unwrap()
+                .iter()
+                .all(|request| request.account_id() != &first)
+        );
+        assert!(
+            block_on(store.get_account(&first))
+                .unwrap()
+                .unwrap()
+                .enabled()
+        );
+    }
+}
+
+#[tokio::test]
+async fn filtered_waiting_never_leases_excluded_affinity_and_next_request_can_recover() {
+    let store = Arc::new(MemoryAccountStore::default());
+    create_account(&store, "acct_first", "test-first");
+    create_account(&store, "acct_second", "test-second");
+    store.set_scheduling("acct_first", None, AccountWeight::new(100).unwrap());
+    store.set_scheduling("acct_second", None, AccountWeight::new(10).unwrap());
+    let first = ProviderAccountId::new("acct_first").unwrap();
+    let second = ProviderAccountId::new("acct_second").unwrap();
+    let leases = Arc::new(TestLeaseCoordinator::default());
+    leases
+        .signals
+        .lock()
+        .unwrap()
+        .insert(second.clone(), busy_signal(2));
+    let affinity = Arc::new(MemorySessionAffinity::default());
+    let key = bind_first(&affinity).await;
+    let selector = selector_with_affinity(&store, leases.clone(), affinity);
+    let policy = account_policy().with_queue(ConcurrencyQueuePolicy {
+        max_waiting: 1,
+        timeout: Duration::from_secs(2),
+    });
+    let filtered = capacity_attempt(policy, Some(filtered_policy(&["acct_first"])));
+    let url = Url::parse(OFFICIAL_CODEX_BASE_URL).unwrap();
+    let request = SelectCodexCredential {
+        upstream_model: "gpt-5.4",
+        request_url: &url,
+        attempt: &filtered,
+        session_affinity_key: Some(&key),
+    };
+    let mut pending = Box::pin(selector.select(&request));
+    assert!(pending.as_mut().now_or_never().is_none());
+    assert!(leases.requests.lock().unwrap().is_empty());
+    leases.signals.lock().unwrap().clear();
+    let selected = pending.await.unwrap();
+    assert_eq!(selected.account_id(), &second);
+    drop(selected);
+    let recovered = capacity_attempt(policy, Some(filtered_policy(&[])));
+    let selected = selector
+        .select(&SelectCodexCredential {
+            attempt: &recovered,
+            ..request
+        })
+        .await
+        .unwrap();
+    // 当前会话保留已迁移的亲和，新会话可以重新选到恢复后的高权重账号
+    assert_eq!(selected.account_id(), &second);
+    drop(selected);
+    let selected = selector
+        .select(&SelectCodexCredential {
+            attempt: &recovered,
+            session_affinity_key: None,
+            ..request
+        })
+        .await
+        .unwrap();
+    assert_eq!(selected.account_id(), &first);
+}
+
+#[tokio::test]
+async fn all_filtered_is_terminal_before_queue_or_lease_even_for_native_pins() {
+    for pinned in [false, true] {
+        let store = Arc::new(MemoryAccountStore::default());
+        create_account(&store, "acct_first", "test-first");
+        create_account(&store, "acct_second", "test-second");
+        let first = ProviderAccountId::new("acct_first").unwrap();
+        let leases = Arc::new(TestLeaseCoordinator::default());
+        leases
+            .signals
+            .lock()
+            .unwrap()
+            .insert(first.clone(), busy_signal(2));
+        leases.signals.lock().unwrap().insert(
+            ProviderAccountId::new("acct_second").unwrap(),
+            busy_signal(2),
+        );
+        let selector = selector(&store, leases.clone());
+        let policy = filtered_policy(if pinned {
+            &["acct_first"]
+        } else {
+            &["acct_first", "acct_second"]
+        });
+        let request_attempt = AttemptContext::new(
+            RequestAttemptContext::new(
+                ModelRequestId::new("req_capacity_contract").unwrap(),
+                ClientApiKeyId::new("key_codex_contract").unwrap(),
+            )
+            .with_request_policy(Some(policy)),
+            NonZeroU32::MIN,
+            SystemTime::now() + Duration::from_secs(5),
+            account_policy().with_queue(ConcurrencyQueuePolicy {
+                max_waiting: 1,
+                timeout: Duration::from_secs(2),
+            }),
+            AccountAttemptContext::new(BTreeSet::new(), None, None)
+                .with_account_scope(contract_account_scope()),
+            pinned.then(|| {
+                ContinuationBinding::Pinned(NativeContinuationPin::new(
+                    PreviousResponseId::new("client_response"),
+                    PreviousResponseId::new("upstream_response"),
+                    ClientApiKeyId::new("key_codex_contract").unwrap(),
+                    ProviderKind::new("openai").unwrap(),
+                    first,
+                ))
+            }),
+            CancellationToken::new(),
+        );
+        let url = Url::parse(OFFICIAL_CODEX_BASE_URL).unwrap();
+        let result = selector
+            .select(&SelectCodexCredential {
+                upstream_model: "gpt-5.4",
+                request_url: &url,
+                attempt: &request_attempt,
+                session_affinity_key: None,
+            })
+            .now_or_never()
+            .expect("filter rejection must not wait");
+        assert!(
+            matches!(result, Err(CredentialSelectionError::PolicyFiltered)),
+            "{result:?}"
+        );
+        assert!(leases.requests.lock().unwrap().is_empty());
+    }
+}
diff --git a/backend/crates/providers/openai/tests/credential/contract/mod.rs b/backend/crates/providers/openai/tests/credential/contract/mod.rs
index 27b1142dc..38e092d0d 100644
--- a/backend/crates/providers/openai/tests/credential/contract/mod.rs
+++ b/backend/crates/providers/openai/tests/credential/contract/mod.rs
@@ -144,59 +144,46 @@ async fn smart_reselection_respects_native_and_required_account_boundaries() {
     let selector =
         selector_with_affinity(&store, Arc::new(TestLeaseCoordinator::default()), affinity);
     let request_url = Url::parse(OFFICIAL_CODEX_BASE_URL).unwrap();
-    for enabled in [false, true] {
-        for binding in ["soft", "required", "native"] {
-            let continuation = (binding == "native").then(|| {
-                ContinuationBinding::Pinned(NativeContinuationPin::new(
-                    PreviousResponseId::new("client_response"),
-                    PreviousResponseId::new("upstream_response"),
-                    ClientApiKeyId::new("key_codex_contract").unwrap(),
-                    provider.clone(),
-                    original_id.clone(),
-                ))
-            });
-            let attempt = AttemptContext::new(
-                RequestAttemptContext::new(
-                    ModelRequestId::new("req_smart_scope").unwrap(),
-                    ClientApiKeyId::new("key_codex_contract").unwrap(),
-                ),
-                NonZeroU32::new(1).unwrap(),
-                SystemTime::now() + Duration::from_secs(30),
-                account_policy().with_smart_scheduling(
-                    gateway_core::account::SmartSchedulingConfig::new(
-                        [1.0, 0.8, 1.0, 0.5, 1.0, 1.0],
-                        enabled,
-                    )
+    for binding in ["soft", "required", "native"] {
+        let continuation = (binding == "native").then(|| {
+            ContinuationBinding::Pinned(NativeContinuationPin::new(
+                PreviousResponseId::new("client_response"),
+                PreviousResponseId::new("upstream_response"),
+                ClientApiKeyId::new("key_codex_contract").unwrap(),
+                provider.clone(),
+                original_id.clone(),
+            ))
+        });
+        let attempt = AttemptContext::new(
+            RequestAttemptContext::new(
+                ModelRequestId::new("req_smart_scope").unwrap(),
+                ClientApiKeyId::new("key_codex_contract").unwrap(),
+            ),
+            NonZeroU32::new(1).unwrap(),
+            SystemTime::now() + Duration::from_secs(30),
+            account_policy().with_smart_scheduling(
+                gateway_core::account::SmartSchedulingConfig::new([1.0, 0.8, 1.0, 0.5, 1.0, 1.0])
                     .unwrap(),
-                ),
-                AccountAttemptContext::new(
-                    BTreeSet::new(),
-                    (binding == "required").then(|| original_id.clone()),
-                    None,
-                )
-                .with_account_scope(contract_account_scope()),
-                continuation,
-                CancellationToken::new(),
-            );
-            let selected = selector
-                .select(&SelectCodexCredential {
-                    upstream_model: "gpt-5.4",
-                    request_url: &request_url,
-                    attempt: &attempt,
-                    session_affinity_key: Some(&key),
-                })
-                .await
-                .unwrap();
-            assert_eq!(
-                selected.account_id().as_str(),
-                if enabled && binding == "soft" {
-                    "acct_primary"
-                } else {
-                    "acct_original"
-                },
-                "{binding}, switchback={enabled}"
-            );
-        }
+            ),
+            AccountAttemptContext::new(
+                BTreeSet::new(),
+                (binding == "required").then(|| original_id.clone()),
+                None,
+            )
+            .with_account_scope(contract_account_scope()),
+            continuation,
+            CancellationToken::new(),
+        );
+        let selected = selector
+            .select(&SelectCodexCredential {
+                upstream_model: "gpt-5.4",
+                request_url: &request_url,
+                attempt: &attempt,
+                session_affinity_key: Some(&key),
+            })
+            .await
+            .unwrap();
+        assert_eq!(selected.account_id().as_str(), "acct_original", "{binding}");
     }
 }
 
@@ -1930,11 +1917,8 @@ fn queued_attempt(timeout: Duration) -> AttemptContext {
                 timeout,
             })
             .with_smart_scheduling(
-                gateway_core::account::SmartSchedulingConfig::new(
-                    [1.0, 0.8, 1.0, 0.5, 1.0, 1.0],
-                    false,
-                )
-                .unwrap(),
+                gateway_core::account::SmartSchedulingConfig::new([1.0, 0.8, 1.0, 0.5, 1.0, 1.0])
+                    .unwrap(),
             ),
         AccountAttemptContext::new(BTreeSet::new(), None, None)
             .with_account_scope(contract_account_scope()),
@@ -1983,10 +1967,14 @@ fn smart_queue_weight_changes_the_selected_wait_queue() {
                         timeout: Duration::from_secs(2),
                     })
                     .with_smart_scheduling(
-                        gateway_core::account::SmartSchedulingConfig::new(
-                            [0.0, 0.0, 1.0, 0.0, 0.0, queue_weight],
-                            false,
-                        )
+                        gateway_core::account::SmartSchedulingConfig::new([
+                            0.0,
+                            0.0,
+                            1.0,
+                            0.0,
+                            0.0,
+                            queue_weight,
+                        ])
                         .unwrap(),
                     ),
                 AccountAttemptContext::new(BTreeSet::new(), required, None)
@@ -2051,10 +2039,9 @@ fn smart_queue_keeps_native_and_required_account_pins_when_another_account_is_fr
                     timeout: Duration::from_secs(2),
                 })
                 .with_smart_scheduling(
-                    gateway_core::account::SmartSchedulingConfig::new(
-                        [1.0, 0.8, 1.0, 0.5, 10.0, 10.0],
-                        true,
-                    )
+                    gateway_core::account::SmartSchedulingConfig::new([
+                        1.0, 0.8, 1.0, 0.5, 10.0, 10.0,
+                    ])
                     .unwrap(),
                 ),
             AccountAttemptContext::new(BTreeSet::new(), (!native).then(|| original.clone()), None)
diff --git a/backend/crates/providers/openai/tests/credential/quota/scheduling.rs b/backend/crates/providers/openai/tests/credential/quota/scheduling.rs
index 80714b0a6..0a0e45e8d 100644
--- a/backend/crates/providers/openai/tests/credential/quota/scheduling.rs
+++ b/backend/crates/providers/openai/tests/credential/quota/scheduling.rs
@@ -100,6 +100,7 @@ async fn old_weekly_quota_should_outweigh_one_in_flight_title_request() {
             ),
             now,
             excluded_accounts: BTreeSet::new(),
+            busy_accounts: Default::default(),
             preferred_account: None,
             preferred_account_overrides_weight: true,
             round_robin_cursor: cursor,
diff --git a/backend/crates/providers/openai/tests/provider/contract/session_binding.rs b/backend/crates/providers/openai/tests/provider/contract/session_binding.rs
index dcabf0a7a..67c1142ff 100644
--- a/backend/crates/providers/openai/tests/provider/contract/session_binding.rs
+++ b/backend/crates/providers/openai/tests/provider/contract/session_binding.rs
@@ -647,7 +647,7 @@ async fn child_queue_timeout_does_not_rebind_or_allow_provider_fallback() {
 
 #[derive(Debug)]
 struct SessionScheduler {
-    explicit: bool,
+    decision: gateway_core::engine::policy::AccountScheduleDecision,
 }
 impl gateway_core::engine::policy::RequestPolicyPlan for SessionScheduler {
     fn route_model(
@@ -672,18 +672,13 @@ impl gateway_core::engine::policy::RequestPolicyPlan for SessionScheduler {
             gateway_core::engine::policy::RequestPolicyFault,
         >,
     > {
-        use gateway_core::engine::policy::AccountScheduleDecision;
         assert!(
             input
                 .candidates()
                 .iter()
                 .any(|candidate| candidate.account_id().as_str() == "acct_subagent_b")
         );
-        let decision = if self.explicit {
-            AccountScheduleDecision::Pick(ProviderAccountId::new("acct_subagent_b").unwrap())
-        } else {
-            AccountScheduleDecision::Delegate
-        };
+        let decision = self.decision.clone();
         Box::pin(async move { Ok(decision) })
     }
 }
@@ -695,10 +690,16 @@ impl gateway_core::routing::extensions::ExtensionSetLease for SessionExtensionLe
 }
 
 #[tokio::test]
-async fn child_binding_only_constrains_builtin_scheduling_and_preserves_plugin_choices() {
+async fn child_binding_respects_filtered_delegation_and_explicit_plugin_choices() {
+    use gateway_core::account::AccountAffinity;
     use gateway_core::engine::policy::RequestPolicyContext;
     use gateway_core::routing::extensions::{ExtensionSetId, ExtensionSetReference};
-    for explicit in [false, true] {
+    for (choice, mode) in [
+        ("delegate", AccountAffinity::Strict),
+        ("pick", AccountAffinity::Strict),
+        ("filter", AccountAffinity::Strict),
+        ("filter", AccountAffinity::Preferred),
+    ] {
         let store = Arc::new(MemoryAccountStore::default());
         create_account(&store, "acct_subagent_a").await;
         let affinity = Arc::new(MemorySessionAffinity::default());
@@ -729,7 +730,19 @@ async fn child_binding_only_constrains_builtin_scheduling_and_preserves_plugin_c
         let id = ModelRequestId::new("req_plugin_child").unwrap();
         let key = ClientApiKeyId::new("key_openai_contract").unwrap();
         let policy = RequestPolicyContext::new(
-            Arc::new(SessionScheduler { explicit }),
+            Arc::new(SessionScheduler {
+                decision: match choice {
+                    "pick" => gateway_core::engine::policy::AccountScheduleDecision::Pick(
+                        ProviderAccountId::new("acct_subagent_b").unwrap(),
+                    ),
+                    "filter" => {
+                        gateway_core::engine::policy::AccountScheduleDecision::DelegateFiltered(
+                            BTreeSet::from([ProviderAccountId::new("acct_subagent_a").unwrap()]),
+                        )
+                    }
+                    _ => gateway_core::engine::policy::AccountScheduleDecision::Delegate,
+                },
+            }),
             ExtensionSetReference::new(
                 ExtensionSetId::new("session-choice".into()).unwrap(),
                 Arc::new(SessionExtensionLease),
@@ -742,7 +755,7 @@ async fn child_binding_only_constrains_builtin_scheduling_and_preserves_plugin_c
             RequestAttemptContext::new(id, key).with_request_policy(Some(policy)),
             NonZeroU32::new(1).unwrap(),
             SystemTime::now() + Duration::from_secs(5),
-            account_policy(),
+            account_policy().with_openai_account_affinity(mode),
             AccountAttemptContext::new(BTreeSet::new(), None, None)
                 .with_account_scope(contract_account_scope()),
             None,
@@ -755,7 +768,18 @@ async fn child_binding_only_constrains_builtin_scheduling_and_preserves_plugin_c
             ),
             attempt,
         ));
-        if explicit {
+        if choice == "filter" && mode == AccountAffinity::Strict {
+            let error = timeout(Duration::from_secs(2), pending)
+                .await
+                .unwrap()
+                .err()
+                .expect("excluded child owner must be terminal");
+            assert_eq!(error.kind(), ProviderErrorKind::RequestPolicyDenied);
+            assert_eq!(
+                error.send_state(),
+                gateway_core::upstream::UpstreamSendState::NotSent
+            );
+        } else if choice == "pick" || choice == "filter" {
             let stream = timeout(Duration::from_secs(2), pending)
                 .await
                 .unwrap()
@@ -1062,7 +1086,7 @@ async fn relaxed_and_preferred_session_requests_apply_distinct_scheduling_polici
         );
         let policy = account_policy()
             .with_openai_account_affinity(mode)
-            .with_smart_scheduling(SmartSchedulingConfig::new([1.0; 6], true).unwrap())
+            .with_smart_scheduling(SmartSchedulingConfig::new([1.0; 6]).unwrap())
             .with_queue(ConcurrencyQueuePolicy {
                 max_waiting,
                 timeout: Duration::from_secs(1),
diff --git a/backend/crates/providers/xai/src/credential/selector.rs b/backend/crates/providers/xai/src/credential/selector.rs
index afabf0d5e..45d3259e8 100644
--- a/backend/crates/providers/xai/src/credential/selector.rs
+++ b/backend/crates/providers/xai/src/credential/selector.rs
@@ -239,6 +239,7 @@ impl GrokAccountSessionSelector {
                 policy: request.account_selection_policy(),
                 now: SystemTime::now(),
                 excluded_accounts: request.excluded_accounts().clone(),
+                busy_accounts: Default::default(),
                 preferred_account: request.required_account().cloned().or(affinity_account),
                 preferred_account_overrides_weight: false,
                 round_robin_cursor: scheduling.round_robin_cursor(),
@@ -246,19 +247,15 @@ impl GrokAccountSessionSelector {
                 account_scope: (!diagnostic).then(|| Arc::clone(request.account_scope())),
                 reserved_concurrency: 0,
             };
-            let wait_candidates = AccountSelector.wait_candidates(&candidates, &context);
-            let capacity_context = context.clone();
             for candidate in &candidates {
                 if !waiting.can_try(candidate.account.id()) {
-                    context
-                        .excluded_accounts
-                        .insert(candidate.account.id().clone());
+                    context.busy_accounts.insert(candidate.account.id().clone());
                 }
             }
             let mut capacity_denied = false;
             let mut retry_after = None;
             loop {
-                let capacity = AccountSelector.capacity_snapshot(&candidates, &capacity_context);
+                context.excluded_accounts = request.excluded_accounts().clone();
                 let selection = match request.request_policy() {
                     Some(policy) => {
                         policy
@@ -267,7 +264,7 @@ impl GrokAccountSessionSelector {
                                 &self.provider_kind,
                                 Some(request.upstream_model().as_str()),
                                 &candidates,
-                                &context,
+                                &mut context,
                             )
                             .await
                     }
@@ -276,6 +273,9 @@ impl GrokAccountSessionSelector {
                 let Some(selection) = (match selection {
                     Ok(selection) => selection,
                     Err(AccountPolicyError::StaleCandidate) => continue 'refresh,
+                    Err(AccountPolicyError::Filtered) => {
+                        return Err(GrokSessionSelectorError::PolicyFiltered);
+                    }
                     Err(AccountPolicyError::Rejected) => {
                         return Err(GrokSessionSelectorError::PolicyRejected);
                     }
@@ -285,6 +285,7 @@ impl GrokAccountSessionSelector {
                 }) else {
                     break;
                 };
+                let capacity = AccountSelector.capacity_snapshot(&candidates, &context);
                 let selected = selection.candidate();
                 let selected_id = selected.account.id().clone();
                 let selected_revision = selected.account.revision();
@@ -318,7 +319,7 @@ impl GrokAccountSessionSelector {
                     } => {
                         capacity_denied = true;
                         retry_after = minimum_retry_after(retry_after, candidate_retry);
-                        candidates.retain(|candidate| candidate.account.id() != &selected_id);
+                        context.busy_accounts.insert(selected_id);
                         continue;
                     }
                 };
@@ -387,6 +388,7 @@ impl GrokAccountSessionSelector {
                 });
             }
 
+            let wait_candidates = AccountSelector.wait_candidates(&candidates, &context);
             if !diagnostic && queue_policy.max_waiting > 0 && !wait_candidates.is_empty() {
                 AccountSelector
                     .wait_for_capacity(&mut waiting, &wait_candidates, &candidates, &context)
diff --git a/backend/crates/providers/xai/src/provider/failure.rs b/backend/crates/providers/xai/src/provider/failure.rs
index 4c14b3aaa..dc29c4c7a 100644
--- a/backend/crates/providers/xai/src/provider/failure.rs
+++ b/backend/crates/providers/xai/src/provider/failure.rs
@@ -450,6 +450,18 @@ fn selection_failure(error: &GrokSessionSelectorError) -> ProviderError {
                 UpstreamSendState::NotSent,
             );
         }
+        GrokSessionSelectorError::PolicyFiltered => {
+            return provider_error(
+                ProviderErrorKind::RequestPolicyDenied,
+                UpstreamSendState::NotSent,
+            )
+            .with_diagnostic(
+                gateway_core::error::ProviderDiagnostic::new(
+                    "account scheduling policy left no selectable account",
+                )
+                .with_classification("account_selection", "account_policy_filtered"),
+            );
+        }
         GrokSessionSelectorError::PolicyUnavailable => {
             return provider_error(ProviderErrorKind::Unavailable, UpstreamSendState::NotSent);
         }
diff --git a/backend/crates/providers/xai/src/transport/session.rs b/backend/crates/providers/xai/src/transport/session.rs
index c4416a9c4..ea30324c4 100644
--- a/backend/crates/providers/xai/src/transport/session.rs
+++ b/backend/crates/providers/xai/src/transport/session.rs
@@ -518,6 +518,9 @@ pub enum GrokSessionSelectorError {
     /// 插件调度策略明确拒绝本次请求
     #[error("account scheduling policy rejected the request")]
     PolicyRejected,
+    /// 插件排除了本轮全部候选，终止本次调度
+    #[error("account scheduling policy left no selectable account")]
+    PolicyFiltered,
     /// 插件调度策略调用失败且配置为拒绝
     #[error("account scheduling policy is unavailable")]
     PolicyUnavailable,
diff --git a/backend/crates/providers/xai/tests/credential/selector.rs b/backend/crates/providers/xai/tests/credential/selector.rs
index c8dc477f7..748a5ee99 100644
--- a/backend/crates/providers/xai/tests/credential/selector.rs
+++ b/backend/crates/providers/xai/tests/credential/selector.rs
@@ -1092,11 +1092,8 @@ fn queue_request(fixture: &SelectorFixture, timeout: Duration) -> GrokSessionSel
                 timeout,
             })
             .with_smart_scheduling(
-                gateway_core::account::SmartSchedulingConfig::new(
-                    [1.0, 0.8, 1.0, 0.5, 1.0, 1.0],
-                    false,
-                )
-                .unwrap(),
+                gateway_core::account::SmartSchedulingConfig::new([1.0, 0.8, 1.0, 0.5, 1.0, 1.0])
+                    .unwrap(),
             ),
         request.deadline(),
         request.account_scope().clone(),
@@ -1135,10 +1132,14 @@ async fn smart_queue_weight_changes_the_selected_wait_queue_and_respects_require
                         timeout: Duration::from_secs(2),
                     })
                     .with_smart_scheduling(
-                        gateway_core::account::SmartSchedulingConfig::new(
-                            [0.0, 0.0, 1.0, 0.0, 0.0, queue_weight],
-                            false,
-                        )
+                        gateway_core::account::SmartSchedulingConfig::new([
+                            0.0,
+                            0.0,
+                            1.0,
+                            0.0,
+                            0.0,
+                            queue_weight,
+                        ])
                         .unwrap(),
                     ),
                 request.deadline(),
diff --git a/backend/crates/providers/xai/tests/provider/contract/mod.rs b/backend/crates/providers/xai/tests/provider/contract/mod.rs
index f67eda256..c62eeac59 100644
--- a/backend/crates/providers/xai/tests/provider/contract/mod.rs
+++ b/backend/crates/providers/xai/tests/provider/contract/mod.rs
@@ -1,6 +1,7 @@
 //! 验证 xAI 原生执行的协议转换、账号选择与交付状态隔离
 
 mod replay_tool_names;
+mod scheduling;
 mod timing;
 
 use std::collections::{BTreeMap, BTreeSet, VecDeque};
diff --git a/backend/crates/providers/xai/tests/provider/contract/scheduling.rs b/backend/crates/providers/xai/tests/provider/contract/scheduling.rs
new file mode 100644
index 000000000..8700a7fd9
--- /dev/null
+++ b/backend/crates/providers/xai/tests/provider/contract/scheduling.rs
@@ -0,0 +1,272 @@
+//! 验证 xAI 真实选择器将插件过滤传递到租约重试、等待与原生续写
+
+use super::*;
+use futures::FutureExt;
+use gateway_core::account::ProviderAccountId;
+use gateway_core::concurrency::ConcurrencyQueuePolicy;
+use gateway_core::engine::policy::{
+    AccountScheduleDecision, AccountScheduleInput, ModelRouteDecision, ModelRouteInput,
+    RequestPolicyContext, RequestPolicyFault, RequestPolicyPlan,
+};
+
+#[derive(Debug)]
+struct Filter {
+    all: bool,
+    seen: Arc<Mutex<Vec<AccountScheduleInput>>>,
+}
+
+impl RequestPolicyPlan for Filter {
+    fn route_model(
+        &self,
+        _: ModelRouteInput,
+    ) -> BoxFuture<'static, Result<ModelRouteDecision, RequestPolicyFault>> {
+        Box::pin(async { Ok(ModelRouteDecision::Unhandled) })
+    }
+
+    fn schedule_account(
+        &self,
+        input: AccountScheduleInput,
+    ) -> BoxFuture<'static, Result<AccountScheduleDecision, RequestPolicyFault>> {
+        let excluded = input
+            .candidates()
+            .iter()
+            .filter(|candidate| self.all || candidate.account_id() == &account_id("filter-a"))
+            .map(|candidate| candidate.account_id().clone())
+            .collect();
+        self.seen.lock().unwrap().push(input);
+        Box::pin(async move { Ok(AccountScheduleDecision::DelegateFiltered(excluded)) })
+    }
+}
+
+#[derive(Default)]
+struct Leases {
+    busy: Mutex<bool>,
+    deny_second: bool,
+    acquired: Mutex<Vec<ProviderAccountId>>,
+}
+
+impl ProviderLeasePort for Leases {
+    fn load_state<'a>(
+        &'a self,
+        key: &'a ClientApiKeyId,
+        provider: &'a ProviderKind,
+        ids: &'a [ProviderAccountId],
+        pool: gateway_core::provider_ports::ProviderConcurrencyPool,
+    ) -> BoxFuture<'a, Result<ProviderSchedulingState, ProviderStoreError>> {
+        Box::pin(async move {
+            let state = DiagnosticLeasePort
+                .load_state(key, provider, ids, pool)
+                .await?;
+            let mut signals = state.signals().clone();
+            if *self.busy.lock().unwrap() {
+                for signal in signals.values_mut() {
+                    signal.in_flight = u32::MAX;
+                }
+            }
+            Ok(ProviderSchedulingState::new(signals, 0))
+        })
+    }
+
+    fn try_acquire(
+        &self,
+        request: ProviderLeaseRequest,
+    ) -> BoxFuture<'_, Result<ProviderLeaseAcquisition, ProviderStoreError>> {
+        Box::pin(async move {
+            let ProviderLeaseRequest::Scheduling(request) = request else {
+                panic!("scheduling lease")
+            };
+            self.acquired
+                .lock()
+                .unwrap()
+                .push(request.account_id().clone());
+            if self.deny_second && request.account_id() == &account_id("filter-b") {
+                Ok(ProviderLeaseAcquisition::Busy {
+                    retry_after: Some(Duration::from_millis(10)),
+                })
+            } else {
+                Ok(ProviderLeaseAcquisition::Acquired(Box::new(())))
+            }
+        })
+    }
+}
+
+#[tokio::test]
+async fn filtered_scheduling_covers_lease_retry_waiting_and_pinned_terminal_rejection() {
+    for mode in ["retry", "wait", "all", "pin"] {
+        let store = MemoryProviderAccountStore::shared();
+        let repository = GrokCredentialRepository::new(store.clone());
+        let mut accounts = BTreeMap::new();
+        let kind = ProviderKind::new("xai").unwrap();
+        for suffix in ["filter-a", "filter-b", "filter-c"] {
+            let input = create_input(suffix, suffix);
+            seed_input(&store, &input).await.unwrap();
+            repository
+                .update_state(&UpdateGrokCredentialState {
+                    account_id: input.account_id.clone(),
+                    expected_revision: CredentialRevision::new(1).unwrap(),
+                    credential_state: CredentialState::Ready,
+                    error_reason: None,
+                    error_message: None,
+                    observed_at: chrono::Utc::now(),
+                })
+                .await
+                .unwrap();
+            accounts.insert(
+                input.account_id,
+                RuntimeAccount::new(kind.clone(), BTreeSet::new()),
+            );
+        }
+        let leases = Arc::new(Leases {
+            busy: Mutex::new(matches!(mode, "wait" | "all")),
+            deny_second: mode == "retry",
+            ..Default::default()
+        });
+        let cache = MemoryGrokCatalogCache::shared();
+        let selector = GrokAccountSessionSelector::new(
+            kind.clone(),
+            repository.clone(),
+            cache.clone(),
+            Arc::new(crate::support::grok_quota_service(
+                repository.clone(),
+                Arc::new(UnavailableBillingTransport),
+            )),
+            leases.clone(),
+            Arc::new(MemoryCooldownPort::default()),
+            Arc::new(AccountFeedbackStats::default()),
+        );
+        let transport = StubInferenceTransport::success();
+        let provider = Arc::new(
+            GrokBuildProvider::new(
+                Arc::new(selector),
+                transport.clone(),
+                Arc::new(crate::support::grok_catalog_service(
+                    repository,
+                    Arc::new(StaticCatalogTransport),
+                    cache,
+                )),
+                StubRecovery::new(GrokCredentialRecoveryOutcome::Unavailable),
+                Arc::new(AccountFeedbackStats::default()),
+                crate::support::xai_wire_profile(),
+            )
+            .unwrap(),
+        );
+        let id = ModelRequestId::new("req_xai_filter").unwrap();
+        let key = ClientApiKeyId::new("key_xai_contract").unwrap();
+        let seen = Arc::new(Mutex::new(Vec::new()));
+        let policy = RequestPolicyContext::new(
+            Arc::new(Filter {
+                all: mode == "all",
+                seen: seen.clone(),
+            }),
+            ExtensionSetReference::new(
+                ExtensionSetId::new("filter-test".into()).unwrap(),
+                Arc::new(TestExtensionLease),
+            ),
+            id.clone(),
+            key.clone(),
+            vec![],
+        );
+        let continuation = (mode == "pin").then(|| {
+            ContinuationBinding::Pinned(NativeContinuationPin::new(
+                PreviousResponseId::new("client_response"),
+                PreviousResponseId::new("upstream_response"),
+                key.clone(),
+                kind,
+                account_id("filter-a"),
+            ))
+        });
+        let scope = Arc::new(FrozenAccountScope::new(
+            Arc::new(RuntimeAccountDirectory::new(accounts)),
+            ClientRoutingScope::all_accounts(),
+        ));
+        let operation = operation();
+        let kind = ProviderKind::new("xai").unwrap();
+        let snapshot = RuntimeSnapshot::new(
+            ConfigRevision::new(1).unwrap(),
+            gateway_core::settings::SettingsValues::new(2, "smart", Default::default(), None, None),
+            vec![kind.clone()],
+            vec![ProviderModel::new(
+                kind,
+                UpstreamModelId::new(MODEL).unwrap(),
+                ModelCapabilities::new(BTreeSet::from([OperationKind::Generate]), Some(131_072))
+                    .with_feature(Feature::NativeContinuation, SupportLevel::Native),
+            )],
+            vec![],
+        )
+        .unwrap();
+        let plan = snapshot
+            .plan(
+                &PublicModelId::new(MODEL).unwrap(),
+                &operation,
+                scope.clone(),
+                &RoutingContext::default(),
+            )
+            .unwrap();
+        let request = ProviderRequest::new(operation, plan.candidates()[0].clone());
+        let attempt = AttemptContext::new(
+            gateway_core::engine::RequestAttemptContext::new(id, key)
+                .with_request_policy(Some(policy)),
+            NonZeroU32::MIN,
+            SystemTime::now() + Duration::from_secs(5),
+            selection_policy().with_queue(ConcurrencyQueuePolicy {
+                max_waiting: 1,
+                timeout: Duration::from_secs(2),
+            }),
+            AccountAttemptContext::new(BTreeSet::new(), None, None).with_account_scope(scope),
+            continuation,
+            CancellationToken::new(),
+        );
+        let mut pending = Box::pin(provider.execute(request, attempt));
+        if mode == "wait" {
+            assert!(pending.as_mut().now_or_never().is_none());
+            assert!(leases.acquired.lock().unwrap().is_empty());
+            *leases.busy.lock().unwrap() = false;
+        }
+        let result = pending.await;
+        if matches!(mode, "all" | "pin") {
+            let error = result.err().expect("terminal filter rejection");
+            assert_eq!(
+                error.kind(),
+                ProviderErrorKind::RequestPolicyDenied,
+                "{mode}"
+            );
+            assert_eq!(error.send_state(), UpstreamSendState::NotSent);
+            assert!(leases.acquired.lock().unwrap().is_empty());
+            assert_eq!(transport.calls.load(Ordering::SeqCst), 0);
+            if mode == "pin" {
+                assert_eq!(seen.lock().unwrap()[0].candidates().len(), 1);
+            }
+        } else {
+            let stream = result.expect("allowed account");
+            assert_ne!(
+                stream.metadata().provider_account_id(),
+                &account_id("filter-a")
+            );
+            assert!(
+                leases
+                    .acquired
+                    .lock()
+                    .unwrap()
+                    .iter()
+                    .all(|id| id != &account_id("filter-a"))
+            );
+            if mode == "retry" {
+                assert_eq!(
+                    stream.metadata().provider_account_id(),
+                    &account_id("filter-c")
+                );
+                assert!(
+                    seen.lock()
+                        .unwrap()
+                        .iter()
+                        .flat_map(|input| input.candidates())
+                        .any(
+                            |candidate| candidate.account_id() == &account_id("filter-b")
+                                && !candidate.available()
+                        )
+                );
+            }
+        }
+        assert!(store.account(&account_id("filter-a")).unwrap().enabled());
+    }
+}
diff --git a/backend/migrations/.frozen-sha256 b/backend/migrations/.frozen-sha256
index 494e06e5f..4c29bba57 100644
--- a/backend/migrations/.frozen-sha256
+++ b/backend/migrations/.frozen-sha256
@@ -32,3 +32,4 @@ b49832e205405de7ef078f3b65c0c19f2c030b8984d42411598738b6b6c146bf  0031_proxy_and
 8eade5bd4f5c8847366ca951552775605ecf4171a7f0e87fa18574bceb8a3ff1  0032_request_history_retention.sql
 2352459469bdd5102e202d335a0258e3c4c615fb88e69341ede8b1c0d655376b  0033_table_naming.sql
 b85deecd04c6297c0c8d9577794af51aaf35f9e6a99b2c98029c6211b1bcb0eb  0034_account_group_image_generation.sql
+0799b008e7241753aaa0637763abfe5eacc4b54e8c3ba67e93954a23dda32dac  0035_remove_smart_switchback.sql
diff --git a/backend/migrations/0035_remove_smart_switchback.sql b/backend/migrations/0035_remove_smart_switchback.sql
new file mode 100644
index 000000000..7527788ea
--- /dev/null
+++ b/backend/migrations/0035_remove_smart_switchback.sql
@@ -0,0 +1,8 @@
+-- 删除自动回切配置，保留既有智能调度系数
+UPDATE runtime_settings
+SET smart_scheduling_json = smart_scheduling_json - 'preferHigherWeight'
+WHERE smart_scheduling_json ? 'preferHigherWeight';
+
+ALTER TABLE runtime_settings
+    ALTER COLUMN smart_scheduling_json SET DEFAULT
+    '{"loadWeight":1.0,"quotaWeight":0.8,"healthWeight":1.0,"latencyWeight":0.5,"resetWeight":0.0,"queueWeight":0.0}'::jsonb;
diff --git a/docs/api.md b/docs/api.md
index 6b30aed5c..9d53b4e49 100644
--- a/docs/api.md
+++ b/docs/api.md
@@ -1560,8 +1560,7 @@ Guardian 以 `subagent_kind` 或 `client_metadata.x-openai-subagent` 值 `guardi
   "healthWeight": 1.0,
   "latencyWeight": 0.5,
   "resetWeight": 0.0,
-  "queueWeight": 0.0,
-  "preferHigherWeight": false
+  "queueWeight": 0.0
 }
 ```
 
@@ -1575,11 +1574,8 @@ Guardian 以 `subagent_kind` 或 `client_metadata.x-openai-subagent` 值 `guardi
 设为 `0` 时沿用最短队列规则；启用后结合其余五项评分选择队列。队列人数限于当前进程，只有开启账号排队才会生效，
 不影响已入队请求的位置、队内 FIFO、容量上限或等待超时。两项默认均为 `0`
 
-`preferHigherWeight` 默认关闭。开启后，更高权重账号恢复可用时，后续允许重新选号的请求优先回切；
-同权重且可用的会话亲和继续保留。OpenAI 优先模式沿用可用的会话主账号，不因权重回切而分流。
-没有可用亲和时，在最高可用权重层内按配置评分。
-原生续写账号绑定仍是硬约束，不因回切而主动换号或触发历史重放。配置随运行设置原子保存和发布，
-新请求使用新值，已开始请求及其重试沿用原快照，无需重启
+没有可用亲和时，在最高可用权重层内按配置评分。原生续写账号绑定仍是硬约束。
+配置随运行设置原子保存和发布，新请求使用新值，已开始请求及其重试沿用原快照，无需重启
 
 ### 模型定价
 
diff --git a/docs/architecture.md b/docs/architecture.md
index b5a3040f0..117a9aab8 100644
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -664,9 +664,8 @@ Core 定义、校验并统一拥有评分规则，内置选号与诊断复用同
 - 排队系数只在选择等待队列时结合其他评分和进程内实时等待人数，不影响立即选号分数与容差；系数为零时选最短队列。
   `ConcurrencyWaitQueue` 在同一锁内读取队长并入队，保持已有位置、同级 FIFO、取消回收、容量和共享等待预算；Provider 传入候选须已限定续写范围
 - 健康分按已发送尝试的结果计算账号级平滑失败率并随时间衰减；明确容量拒绝的平滑权重为 0.4，其他可计分失败和成功为 0.2
-- 高权重回切只影响软亲和：先检查候选资格，再允许更高权重层覆盖亲和，同层亲和保留。
-  OpenAI 优先模式沿用可用主账号；原生续写账号范围是硬约束。回切只发生在重新选号时，不启动后台任务或主动历史重放
-- 插件显式选号使用候选校验和实际亲和结果，只有委托内置选号才应用智能调度配置
+- 插件显式选号使用候选校验和实际亲和结果；过滤后委托沿用内置评分、权重和亲和，过滤结果同时约束重选与等待。
+  临时容量阻塞与策略排除分开，全部过滤直接拒绝请求，后续评估不继承上次过滤结果
 
 字段、默认值与可配置范围见[智能调度设置](api.md#智能调度)
 
diff --git a/frontend/src/api/modules/settings/index.ts b/frontend/src/api/modules/settings/index.ts
index 1e2240cda..01fa75787 100644
--- a/frontend/src/api/modules/settings/index.ts
+++ b/frontend/src/api/modules/settings/index.ts
@@ -26,7 +26,6 @@ export interface SmartSchedulingConfig {
   latencyWeight: number
   resetWeight: number
   queueWeight: number
-  preferHigherWeight: boolean
 }
 
 export interface RuntimeSettings {
diff --git a/frontend/src/views/settings/components/SmartSchedulingModal.vue b/frontend/src/views/settings/components/SmartSchedulingModal.vue
index 22afd613e..39da419f4 100644
--- a/frontend/src/views/settings/components/SmartSchedulingModal.vue
+++ b/frontend/src/views/settings/components/SmartSchedulingModal.vue
@@ -1,7 +1,7 @@
 <script setup lang="ts">
 import type { SmartSchedulingConfig } from '@/api'
-import { ZButton, ZDialog, ZFormItem, ZIconButton, ZInput, ZPopover, ZSwitch } from '@codex-proxy/ui'
-import { CircleAlert, CircleHelp } from '@lucide/vue'
+import { ZButton, ZDialog, ZFormItem, ZIconButton, ZInput, ZPopover } from '@codex-proxy/ui'
+import { CircleHelp } from '@lucide/vue'
 import { computed, reactive, shallowRef, useId, watch } from 'vue'
 
 const props = defineProps<{
@@ -20,7 +20,7 @@ const fields = [
   { key: 'resetWeight', label: '额度重置系数', help: '越大越偏向即将重置额度的账号，重置时间未知或已过期时不加分' },
   { key: 'queueWeight', label: '排队系数', help: '需要排队时，越大越偏向等待请求较少的账号，设为 0 时沿用最短队列规则' },
 ] as const
-const draft = reactive({ loadWeight: '', quotaWeight: '', healthWeight: '', latencyWeight: '', resetWeight: '', queueWeight: '', preferHigherWeight: false })
+const draft = reactive({ loadWeight: '', quotaWeight: '', healthWeight: '', latencyWeight: '', resetWeight: '', queueWeight: '' })
 const submitted = shallowRef(false)
 const errors = computed(() => Object.fromEntries(fields.map(({ key }) => {
   const value = Number(draft[key])
@@ -32,7 +32,6 @@ const emptyWeights = computed(() => fields.every(({ key }) => Number(draft[key])
 function replaceDraft(config: SmartSchedulingConfig) {
   for (const { key } of fields)
     draft[key] = String(config[key])
-  draft.preferHigherWeight = config.preferHigherWeight
   submitted.value = false
 }
 
@@ -52,22 +51,18 @@ function confirm() {
     latencyWeight: Number(draft.latencyWeight),
     resetWeight: Number(draft.resetWeight),
     queueWeight: Number(draft.queueWeight),
-    preferHigherWeight: draft.preferHigherWeight,
   })
   open.value = false
 }
 </script>
 
 <template>
-  <ZDialog v-model="open" title="智能调度设置" description="调整账号选择偏好与回切方式" width="36rem">
+  <ZDialog v-model="open" title="智能调度设置" description="调整账号选择偏好" width="36rem">
     <form :id="formId" class="grid gap-5" novalidate @submit.prevent="confirm">
       <p v-if="!active" class="m-0 text-cp text-cp-text-secondary">
         仅在启用智能调度后生效
       </p>
-      <fieldset class="m-0 min-w-0 border-0 p-0">
-        <legend class="mb-3 text-cp font-emphasis">
-          评分系数
-        </legend>
+      <div>
         <div class="grid gap-4 sm:grid-cols-2">
           <ZFormItem v-for="field in fields" :key="field.key" :error="submitted ? errors[field.key] : undefined">
             <template #label>
@@ -87,27 +82,9 @@ function confirm() {
           </ZFormItem>
         </div>
         <p v-if="submitted && emptyWeights" role="alert" class="mt-2 mb-0 text-cp-sm text-cp-danger">
-          至少一项评分系数需要大于 0
+          至少一项系数需要大于 0
         </p>
-      </fieldset>
-      <fieldset class="m-0 min-w-0 border-0 p-0">
-        <legend class="mb-3 text-cp font-emphasis">
-          <span class="inline-flex items-center gap-1">
-            回切行为
-            <ZPopover trigger="hover-click" placement="top-start">
-              <template #reference="{ open: helpOpen }">
-                <ZIconButton aria-label="回切行为说明" :title="undefined" :aria-expanded="helpOpen" class="size-6! hover:bg-transparent! active:bg-transparent!">
-                  <CircleAlert class="size-3.5" />
-                </ZIconButton>
-              </template>
-              <p class="m-0 max-w-72 px-3 py-2 text-cp-sm leading-relaxed">
-                高权重账号恢复可用后，后续允许重新选号的请求优先回切<br>原生续写仍绑定原账号，同权重账号保留已有会话亲和
-              </p>
-            </ZPopover>
-          </span>
-        </legend>
-        <ZSwitch v-model="draft.preferHigherWeight" label="自动回切" />
-      </fieldset>
+      </div>
     </form>
     <template #footer>
       <ZButton class="mr-auto" @click="replaceDraft(defaults)">
diff --git a/frontend/src/views/settings/constants.ts b/frontend/src/views/settings/constants.ts
index ea6617605..15e80ee28 100644
--- a/frontend/src/views/settings/constants.ts
+++ b/frontend/src/views/settings/constants.ts
@@ -2,7 +2,7 @@ export const rotationOptions = [
   {
     label: '智能调度（推荐）',
     value: 'smart',
-    description: '综合负载、剩余额度、健康和延迟评分，支持自定义偏好与权重回切',
+    description: '综合负载、剩余额度、健康和延迟评分，支持自定义评分偏好',
   },
 
   {
diff --git a/modules/plugins b/modules/plugins
index c1e1d5398..3101d177d 160000
--- a/modules/plugins
+++ b/modules/plugins
@@ -1 +1 @@
-Subproject commit c1e1d5398990097f3987d595e5b3ea737ec2b66e
+Subproject commit 3101d177d04821f667ec93c20104967de01e5080