diff --git a/backend/cmd/server/wire_gen.go b/backend/cmd/server/wire_gen.go
index ffb53780..43ebc292 100644
--- a/backend/cmd/server/wire_gen.go
+++ b/backend/cmd/server/wire_gen.go
@@ -180,7 +180,8 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	deferredService := service.ProvideDeferredService(accountRepository, timingWheelService)
 	claudeTokenProvider := service.ProvideClaudeTokenProvider(accountRepository, geminiTokenCache, oAuthService, oauthRefreshAPI)
 	digestSessionStore := service.NewDigestSessionStore()
-	gatewayService := service.NewGatewayService(accountRepository, groupRepository, usageLogRepository, usageBillingRepository, userRepository, userSubscriptionRepository, userGroupRateRepository, gatewayCache, configConfig, schedulerSnapshotService, concurrencyService, billingService, rateLimitService, billingCacheService, identityService, httpUpstream, deferredService, claudeTokenProvider, sessionLimitCache, rpmCache, digestSessionStore, settingService, tlsFingerprintProfileService)
+	rpmTokenBucketService := service.NewRPMTokenBucketService()
+	gatewayService := service.NewGatewayService(accountRepository, groupRepository, usageLogRepository, usageBillingRepository, userRepository, userSubscriptionRepository, userGroupRateRepository, gatewayCache, configConfig, schedulerSnapshotService, concurrencyService, billingService, rateLimitService, billingCacheService, identityService, httpUpstream, deferredService, claudeTokenProvider, sessionLimitCache, rpmCache, digestSessionStore, settingService, tlsFingerprintProfileService, rpmTokenBucketService)
 	openAITokenProvider := service.ProvideOpenAITokenProvider(accountRepository, geminiTokenCache, openAIOAuthService, oauthRefreshAPI)
 	openAIGatewayService := service.NewOpenAIGatewayService(accountRepository, usageLogRepository, usageBillingRepository, userRepository, userSubscriptionRepository, userGroupRateRepository, gatewayCache, configConfig, schedulerSnapshotService, concurrencyService, billingService, rateLimitService, billingCacheService, httpUpstream, deferredService, openAITokenProvider)
 	geminiMessagesCompatService := service.NewGeminiMessagesCompatService(accountRepository, groupRepository, gatewayCache, schedulerSnapshotService, geminiTokenProvider, rateLimitService, httpUpstream, antigravityGatewayService, configConfig)
diff --git a/backend/internal/config/config.go b/backend/internal/config/config.go
index 270a0b98..3d5e151f 100644
--- a/backend/internal/config/config.go
+++ b/backend/internal/config/config.go
@@ -481,6 +481,10 @@ type GatewayConfig struct {
 	// UserMessageQueue: 用户消息串行队列配置
 	// 对 role:"user" 的真实用户消息实施账号级串行化 + RPM 自适应延迟
 	UserMessageQueue UserMessageQueueConfig `mapstructure:"user_message_queue"`
+
+	// RPMSmoothing: RPM 令牌桶平滑配置
+	// 启用后，RPM 配额耗尽时请求等待令牌（最多 MaxWaitMS 毫秒）而非立即返回 429
+	RPMSmoothing RPMSmoothingConfig `mapstructure:"rpm_smoothing"`
 }
 
 type GatewayAntigravityLSWorkerConfig struct {
@@ -535,6 +539,23 @@ func (c *UserMessageQueueConfig) GetEffectiveMode() string {
 	return ""
 }
 
+// RPMSmoothingConfig RPM 令牌桶平滑配置
+type RPMSmoothingConfig struct {
+	// Enabled: 是否启用 RPM 令牌桶平滑（默认 false）
+	// 启用后，当账号 RPM 配额耗尽时，请求最多等待 MaxWaitMS 毫秒，而非立即返回 429。
+	Enabled bool `mapstructure:"enabled"`
+	// MaxWaitMS: 等待令牌的最大时间（毫秒），超时后返回 429（默认 5000）
+	MaxWaitMS int `mapstructure:"max_wait_ms"`
+}
+
+// MaxWait returns the configured wait duration, defaulting to 5s.
+func (c *RPMSmoothingConfig) MaxWait() time.Duration {
+	if c.MaxWaitMS <= 0 {
+		return 5 * time.Second
+	}
+	return time.Duration(c.MaxWaitMS) * time.Millisecond
+}
+
 // GatewayOpenAIWSConfig OpenAI Responses WebSocket 配置。
 // 注意：默认全局开启；如需回滚可使用 force_http 或关闭 enabled。
 type GatewayOpenAIWSConfig struct {
diff --git a/backend/internal/handler/gateway_handler.go b/backend/internal/handler/gateway_handler.go
index a0d8b2e9..babb9448 100644
--- a/backend/internal/handler/gateway_handler.go
+++ b/backend/internal/handler/gateway_handler.go
@@ -383,6 +383,21 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 					reqLog.Warn("gateway.bind_sticky_session_failed", zap.Int64("account_id", account.ID), zap.Error(err))
 				}
 			}
+			// RPM 令牌桶平滑：在让出请求前等待令牌（最多 MaxWaitMS 毫秒）
+			// 必须在 wrapReleaseOnDone 之前执行，以便超时时能安全释放原始槽位。
+			if h.cfg.Gateway.RPMSmoothing.Enabled && account.IsAnthropicOAuthOrSetupToken() && account.GetBaseRPM() > 0 {
+				rpmWaitCtx, rpmCancel := context.WithTimeout(c.Request.Context(), h.cfg.Gateway.RPMSmoothing.MaxWait())
+				rpmErr := h.gatewayService.AcquireRPMToken(rpmWaitCtx, account.ID, account.GetBaseRPM(), h.cfg.Gateway.RPMSmoothing.MaxWait())
+				rpmCancel()
+				if rpmErr != nil {
+					if accountReleaseFunc != nil {
+						accountReleaseFunc()
+					}
+					h.handleStreamingAwareError(c, http.StatusTooManyRequests, "rate_limit_error", "RPM rate limit exceeded, please retry later", streamStarted)
+					return
+				}
+			}
+
 			// 账号槽位/等待计数需要在超时或断开时安全回收
 			accountReleaseFunc = wrapReleaseOnDone(c.Request.Context(), accountReleaseFunc)
 
@@ -605,6 +620,21 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 					reqLog.Warn("gateway.bind_sticky_session_failed", zap.Int64("account_id", account.ID), zap.Error(err))
 				}
 			}
+			// RPM 令牌桶平滑：在让出请求前等待令牌（最多 MaxWaitMS 毫秒）
+			// 必须在 wrapReleaseOnDone 之前执行，以便超时时能安全释放原始槽位。
+			if h.cfg.Gateway.RPMSmoothing.Enabled && account.IsAnthropicOAuthOrSetupToken() && account.GetBaseRPM() > 0 {
+				rpmWaitCtx, rpmCancel := context.WithTimeout(c.Request.Context(), h.cfg.Gateway.RPMSmoothing.MaxWait())
+				rpmErr := h.gatewayService.AcquireRPMToken(rpmWaitCtx, account.ID, account.GetBaseRPM(), h.cfg.Gateway.RPMSmoothing.MaxWait())
+				rpmCancel()
+				if rpmErr != nil {
+					if accountReleaseFunc != nil {
+						accountReleaseFunc()
+					}
+					h.handleStreamingAwareError(c, http.StatusTooManyRequests, "rate_limit_error", "RPM rate limit exceeded, please retry later", streamStarted)
+					return
+				}
+			}
+
 			// 账号槽位/等待计数需要在超时或断开时安全回收
 			accountReleaseFunc = wrapReleaseOnDone(c.Request.Context(), accountReleaseFunc)
 
diff --git a/backend/internal/service/gateway_service.go b/backend/internal/service/gateway_service.go
index 107e5086..dfe3fe34 100644
--- a/backend/internal/service/gateway_service.go
+++ b/backend/internal/service/gateway_service.go
@@ -558,7 +558,8 @@ type GatewayService struct {
 	concurrencyService    *ConcurrencyService
 	claudeTokenProvider   *ClaudeTokenProvider
 	sessionLimitCache     SessionLimitCache // 会话数量限制缓存（仅 Anthropic OAuth/SetupToken）
-	rpmCache              RPMCache          // RPM 计数缓存（仅 Anthropic OAuth/SetupToken）
+	rpmCache              RPMCache               // RPM 计数缓存（仅 Anthropic OAuth/SetupToken）
+	rpmTokenBucket        *RPMTokenBucketService // RPM 令牌桶平滑（可选，由配置开关控制）
 	userGroupRateResolver *userGroupRateResolver
 	userGroupRateCache    *gocache.Cache
 	userGroupRateSF       singleflight.Group
@@ -597,6 +598,7 @@ func NewGatewayService(
 	digestStore *DigestSessionStore,
 	settingService *SettingService,
 	tlsFPProfileService *TLSFingerprintProfileService,
+	rpmTokenBucketSvc *RPMTokenBucketService,
 ) *GatewayService {
 	userGroupRateTTL := resolveUserGroupRateCacheTTL(cfg)
 	modelsListTTL := resolveModelsListCacheTTL(cfg)
@@ -623,6 +625,7 @@ func NewGatewayService(
 		claudeTokenProvider:  claudeTokenProvider,
 		sessionLimitCache:    sessionLimitCache,
 		rpmCache:             rpmCache,
+		rpmTokenBucket:       rpmTokenBucketSvc,
 		userGroupRateCache:   gocache.New(userGroupRateTTL, time.Minute),
 		settingService:       settingService,
 		modelsListCache:      gocache.New(modelsListTTL, time.Minute),
@@ -2433,6 +2436,15 @@ func (s *GatewayService) IncrementAccountRPM(ctx context.Context, accountID int6
 	return err
 }
 
+// AcquireRPMToken consumes one RPM token for the given account, waiting up to maxWait if needed.
+// Returns nil immediately when RPM smoothing is not configured or the account has no RPM limit.
+func (s *GatewayService) AcquireRPMToken(ctx context.Context, accountID int64, rpm int, maxWait time.Duration) error {
+	if s.rpmTokenBucket == nil {
+		return nil
+	}
+	return s.rpmTokenBucket.AcquireWithWait(ctx, accountID, rpm, maxWait)
+}
+
 // checkAndRegisterSession 检查并注册会话，用于会话数量限制
 // 仅适用于 Anthropic OAuth/SetupToken 账号
 // sessionID: 会话标识符（使用粘性会话的 hash）
diff --git a/backend/internal/service/rpm_token_bucket_service.go b/backend/internal/service/rpm_token_bucket_service.go
new file mode 100644
index 00000000..dfea5798
--- /dev/null
+++ b/backend/internal/service/rpm_token_bucket_service.go
@@ -0,0 +1,120 @@
+package service
+
+import (
+	"context"
+	"errors"
+	"math"
+	"sync"
+	"time"
+)
+
+// ErrRPMWaitTimeout is returned when AcquireWithWait cannot obtain a token within maxWait.
+var ErrRPMWaitTimeout = errors.New("rpm smoothing: timed out waiting for rate limit slot")
+
+// RPMTokenBucketService provides per-account token buckets for RPM smoothing.
+// When an account's RPM budget is exhausted, callers can wait up to a configured
+// deadline instead of receiving an immediate 429. The bucket refills continuously
+// at rpm/60 tokens per second so requests are distributed evenly over time.
+type RPMTokenBucketService struct {
+	buckets sync.Map // map[int64]*rpmEntry
+}
+
+// NewRPMTokenBucketService creates a ready-to-use RPMTokenBucketService.
+func NewRPMTokenBucketService() *RPMTokenBucketService {
+	return &RPMTokenBucketService{}
+}
+
+type rpmEntry struct {
+	bucket *tokenBucket
+	rpm    int
+}
+
+// getBucket returns (or creates) the token bucket for accountID.
+// If the account's RPM limit has changed since the bucket was created, the bucket is replaced.
+func (s *RPMTokenBucketService) getBucket(accountID int64, rpm int) *tokenBucket {
+	if v, ok := s.buckets.Load(accountID); ok {
+		e := v.(*rpmEntry)
+		if e.rpm == rpm {
+			return e.bucket
+		}
+		// RPM limit changed — replace with a fresh bucket.
+		fresh := &rpmEntry{rpm: rpm, bucket: newTokenBucket(rpm)}
+		s.buckets.Store(accountID, fresh)
+		return fresh.bucket
+	}
+	entry := &rpmEntry{rpm: rpm, bucket: newTokenBucket(rpm)}
+	actual, _ := s.buckets.LoadOrStore(accountID, entry)
+	return actual.(*rpmEntry).bucket
+}
+
+// AcquireWithWait attempts to consume one token for the given account.
+// It blocks up to maxWait for a token to become available.
+// Returns nil on success, ErrRPMWaitTimeout if the deadline is exceeded,
+// or ctx.Err() if the context is cancelled.
+// If rpm <= 0 the call returns immediately with nil.
+func (s *RPMTokenBucketService) AcquireWithWait(ctx context.Context, accountID int64, rpm int, maxWait time.Duration) error {
+	if rpm <= 0 {
+		return nil
+	}
+	bucket := s.getBucket(accountID, rpm)
+	deadline := time.Now().Add(maxWait)
+
+	for {
+		ok, waitDur := bucket.tryAcquire()
+		if ok {
+			return nil
+		}
+
+		remaining := time.Until(deadline)
+		if remaining <= 0 || waitDur > remaining {
+			return ErrRPMWaitTimeout
+		}
+
+		select {
+		case <-ctx.Done():
+			return ctx.Err()
+		case <-time.After(waitDur):
+			// token may be available now; retry
+		}
+	}
+}
+
+// tokenBucket is a continuous-refill token bucket for a single account.
+type tokenBucket struct {
+	mu        sync.Mutex
+	tokens    float64
+	maxTokens float64
+	rateSec   float64 // tokens refilled per second = rpm / 60
+	lastFill  time.Time
+}
+
+func newTokenBucket(rpm int) *tokenBucket {
+	max := float64(rpm)
+	return &tokenBucket{
+		tokens:    max,
+		maxTokens: max,
+		rateSec:   float64(rpm) / 60.0,
+		lastFill:  time.Now(),
+	}
+}
+
+// tryAcquire refills the bucket based on elapsed time, then attempts to consume one token.
+// Returns (true, 0) on success, or (false, waitDur) indicating how long until a token is available.
+func (b *tokenBucket) tryAcquire() (bool, time.Duration) {
+	b.mu.Lock()
+	defer b.mu.Unlock()
+
+	now := time.Now()
+	elapsed := now.Sub(b.lastFill).Seconds()
+	b.tokens = math.Min(b.maxTokens, b.tokens+elapsed*b.rateSec)
+	b.lastFill = now
+
+	if b.tokens >= 1.0 {
+		b.tokens -= 1.0
+		return true, 0
+	}
+
+	deficit := 1.0 - b.tokens
+	waitSecs := deficit / b.rateSec
+	return false, time.Duration(waitSecs * float64(time.Second))
+}
diff --git a/backend/internal/service/rpm_token_bucket_service_test.go b/backend/internal/service/rpm_token_bucket_service_test.go
new file mode 100644
index 00000000..1710c15d
--- /dev/null
+++ b/backend/internal/service/rpm_token_bucket_service_test.go
@@ -0,0 +1,108 @@
+package service
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestRPMTokenBucket_ImmediateAcquireWhenFull(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+	ctx := context.Background()
+	// Bucket starts full (rpm=60 tokens). First 60 calls should succeed immediately.
+	for i := 0; i < 60; i++ {
+		err := svc.AcquireWithWait(ctx, 1, 60, 0)
+		require.NoError(t, err, "call %d should succeed immediately", i+1)
+	}
+}
+
+func TestRPMTokenBucket_ZeroRPMAlwaysOK(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+	err := svc.AcquireWithWait(context.Background(), 42, 0, 0)
+	assert.NoError(t, err)
+}
+
+func TestRPMTokenBucket_TimeoutWhenExhausted(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+	ctx := context.Background()
+
+	// rpm=1 → 1 token/minute. One call drains the bucket.
+	err := svc.AcquireWithWait(ctx, 99, 1, 5*time.Second)
+	require.NoError(t, err, "first call should succeed")
+
+	// Second call: bucket empty, wait time ≈ 60s which exceeds maxWait=50ms.
+	start := time.Now()
+	err = svc.AcquireWithWait(ctx, 99, 1, 50*time.Millisecond)
+	elapsed := time.Since(start)
+	assert.ErrorIs(t, err, ErrRPMWaitTimeout)
+	assert.Less(t, elapsed, 200*time.Millisecond, "should timeout quickly, not block")
+}
+
+func TestRPMTokenBucket_WaitsAndSucceeds(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+	ctx := context.Background()
+
+	// rpm=120 → refill rate = 2 tokens/second. Drain the bucket fully.
+	for i := 0; i < 120; i++ {
+		require.NoError(t, svc.AcquireWithWait(ctx, 7, 120, 0))
+	}
+
+	// Next call needs to wait ~500ms for the next token. Give it 2s.
+	start := time.Now()
+	err := svc.AcquireWithWait(ctx, 7, 120, 2*time.Second)
+	elapsed := time.Since(start)
+	require.NoError(t, err, "should succeed after waiting for refill")
+	assert.Greater(t, elapsed, 100*time.Millisecond, "should have actually waited")
+	assert.Less(t, elapsed, 1500*time.Millisecond, "should not wait excessively long")
+}
+
+func TestRPMTokenBucket_ContextCancellation(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+
+	// rpm=120 → refill = 2 tokens/second → next token in ~500ms after draining.
+	// maxWait = 2s (longer than 500ms refill wait) so the code blocks in time.After(~500ms).
+	// Context is cancelled after 30ms, which is shorter than the 500ms wait, so ctx.Done fires first.
+	for i := 0; i < 120; i++ {
+		require.NoError(t, svc.AcquireWithWait(context.Background(), 55, 120, 0))
+	}
+
+	ctx, cancel := context.WithCancel(context.Background())
+	go func() {
+		time.Sleep(30 * time.Millisecond)
+		cancel()
+	}()
+
+	start := time.Now()
+	err := svc.AcquireWithWait(ctx, 55, 120, 2*time.Second)
+	elapsed := time.Since(start)
+	assert.ErrorIs(t, err, context.Canceled)
+	assert.Less(t, elapsed, 200*time.Millisecond, "should respect context cancellation promptly")
+}
+
+func TestRPMTokenBucket_DifferentAccountsAreIsolated(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+	ctx := context.Background()
+
+	// Drain account 1 (rpm=1).
+	require.NoError(t, svc.AcquireWithWait(ctx, 1, 1, 0))
+
+	// Account 2 has its own bucket and should succeed immediately.
+	err := svc.AcquireWithWait(ctx, 2, 1, 0)
+	assert.NoError(t, err, "different account should have an independent bucket")
+}
+
+func TestRPMTokenBucket_RPMChangeReplacesBucket(t *testing.T) {
+	svc := NewRPMTokenBucketService()
+	ctx := context.Background()
+
+	// Create bucket with rpm=1 and drain it.
+	require.NoError(t, svc.AcquireWithWait(ctx, 10, 1, 0))
+	// Bucket now empty with rpm=1.
+
+	// Changing RPM to 60 should reset the bucket to full (60 tokens).
+	err := svc.AcquireWithWait(ctx, 10, 60, 0)
+	assert.NoError(t, err, "new RPM should cause bucket recreation")
+}
diff --git a/backend/internal/service/wire.go b/backend/internal/service/wire.go
index abf437d5..2ce138e0 100644
--- a/backend/internal/service/wire.go
+++ b/backend/internal/service/wire.go
@@ -424,6 +424,7 @@ var ProviderSet = wire.NewSet(
 	NewBillingCacheService,
 	NewAnnouncementService,
 	NewAdminService,
+	NewRPMTokenBucketService,
 	NewGatewayService,
 	ProvideSoraMediaStorage,
 	ProvideSoraMediaCleanupService,